Task 1 - Data Collection¶

A - NCDC Website scraping¶

Website - https://covid19.ncdc.gov.ng/

In [1]:
# Import all libraries in this cell
import requests
import numpy as np
import urllib.request
import pandas as pd
import csv
import geopandas as gpd
from bs4 import BeautifulSoup
import seaborn as sns
sns.set_style("darkgrid")
import matplotlib.pyplot as plt
%matplotlib inline
plt.style.use('fivethirtyeight')  
import warnings
warnings.filterwarnings('ignore')
In [2]:
URL = "https://covid19.ncdc.gov.ng/"

#Get data from NCDC website
r = requests.get(URL)
soup = BeautifulSoup(r.content,'html.parser')
In [3]:
#print(soup.prettify())
In [4]:
# Selecting the table with the relevant data
table= soup.find('table', id='custom1')
#table
In [5]:
#Select the headers from the table
# headers = []
# for i in table.find_all('th'):
#     #print(i)
#     title = i.text.strip()
#     headers.append(title)
headers = [i.text.strip() for i in table.find_all('th') ]
In [6]:
headers
Out[6]:
['States Affected',
 'No. of Cases (Lab Confirmed)',
 'No. of Cases (on admission)',
 'No. Discharged',
 'No. of Deaths']
In [7]:
def clean(j):
    row_data = j.find_all('td')
    row = [i.text.strip() for i in row_data]
    return row

scraped_data = [ clean(i) for i in table.find_all('tr')]

# scraped_data=[]
# for j in table.find_all('tr'): 
#     row_data = j.find_all('td')
#     row = [i.text.strip() for i in row_data]
#     #print(row)
#     scraped_data.append(row)
In [8]:
len(scraped_data)
Out[8]:
38
In [9]:
scraped_data
Out[9]:
[[],
 ['Lagos', '104,014', '871', '102,372', '771'],
 ['FCT', '29,464', '143', '29,072', '249'],
 ['Rivers', '18,044', '89', '17,800', '155'],
 ['Kaduna', '11,576', '11', '11,476', '89'],
 ['Oyo', '10,332', '3', '10,127', '202'],
 ['Plateau', '10,330', '3', '10,252', '75'],
 ['Edo', '7,923', '0', '7,601', '322'],
 ['Ogun', '5,810', '11', '5,717', '82'],
 ['Delta', '5,784', '502', '5,170', '112'],
 ['Kano', '5,339', '144', '5,068', '127'],
 ['Ondo', '5,173', '315', '4,749', '109'],
 ['Akwa Ibom', '5,004', '7', '4,953', '44'],
 ['Kwara', '4,691', '452', '4,175', '64'],
 ['Gombe', '3,313', '8', '3,239', '66'],
 ['Osun', '3,311', '29', '3,190', '92'],
 ['Enugu', '2,952', '13', '2,910', '29'],
 ['Anambra', '2,825', '46', '2,760', '19'],
 ['Nasarawa', '2,779', '395', '2,345', '39'],
 ['Imo', '2,678', '30', '2,590', '58'],
 ['Ekiti', '2,464', '6', '2,430', '28'],
 ['Katsina', '2,418', '0', '2,381', '37'],
 ['Benue', '2,317', '88', '2,204', '25'],
 ['Abia', '2,261', '-1', '2,228', '34'],
 ['Ebonyi', '2,064', '28', '2,004', '32'],
 ['Bauchi', '2,001', '10', '1,967', '24'],
 ['Borno', '1,629', '5', '1,580', '44'],
 ['Taraba', '1,478', '67', '1,377', '34'],
 ['Bayelsa', '1,364', '1', '1,335', '28'],
 ['Adamawa', '1,312', '134', '1,140', '38'],
 ['Niger', '1,183', '165', '998', '20'],
 ['Cross River', '919', '2', '892', '25'],
 ['Sokoto', '822', '0', '794', '28'],
 ['Jigawa', '669', '2', '649', '18'],
 ['Yobe', '638', '4', '625', '9'],
 ['Kebbi', '480', '10', '454', '16'],
 ['Zamfara', '375', '0', '366', '9'],
 ['Kogi', '5', '0', '3', '2']]
In [10]:
#Removing unwanted bracket from scraped data
scraped_data.remove([])
In [11]:
len(scraped_data)
Out[11]:
37
In [12]:
scraped_data
Out[12]:
[['Lagos', '104,014', '871', '102,372', '771'],
 ['FCT', '29,464', '143', '29,072', '249'],
 ['Rivers', '18,044', '89', '17,800', '155'],
 ['Kaduna', '11,576', '11', '11,476', '89'],
 ['Oyo', '10,332', '3', '10,127', '202'],
 ['Plateau', '10,330', '3', '10,252', '75'],
 ['Edo', '7,923', '0', '7,601', '322'],
 ['Ogun', '5,810', '11', '5,717', '82'],
 ['Delta', '5,784', '502', '5,170', '112'],
 ['Kano', '5,339', '144', '5,068', '127'],
 ['Ondo', '5,173', '315', '4,749', '109'],
 ['Akwa Ibom', '5,004', '7', '4,953', '44'],
 ['Kwara', '4,691', '452', '4,175', '64'],
 ['Gombe', '3,313', '8', '3,239', '66'],
 ['Osun', '3,311', '29', '3,190', '92'],
 ['Enugu', '2,952', '13', '2,910', '29'],
 ['Anambra', '2,825', '46', '2,760', '19'],
 ['Nasarawa', '2,779', '395', '2,345', '39'],
 ['Imo', '2,678', '30', '2,590', '58'],
 ['Ekiti', '2,464', '6', '2,430', '28'],
 ['Katsina', '2,418', '0', '2,381', '37'],
 ['Benue', '2,317', '88', '2,204', '25'],
 ['Abia', '2,261', '-1', '2,228', '34'],
 ['Ebonyi', '2,064', '28', '2,004', '32'],
 ['Bauchi', '2,001', '10', '1,967', '24'],
 ['Borno', '1,629', '5', '1,580', '44'],
 ['Taraba', '1,478', '67', '1,377', '34'],
 ['Bayelsa', '1,364', '1', '1,335', '28'],
 ['Adamawa', '1,312', '134', '1,140', '38'],
 ['Niger', '1,183', '165', '998', '20'],
 ['Cross River', '919', '2', '892', '25'],
 ['Sokoto', '822', '0', '794', '28'],
 ['Jigawa', '669', '2', '649', '18'],
 ['Yobe', '638', '4', '625', '9'],
 ['Kebbi', '480', '10', '454', '16'],
 ['Zamfara', '375', '0', '366', '9'],
 ['Kogi', '5', '0', '3', '2']]
In [13]:
headers
Out[13]:
['States Affected',
 'No. of Cases (Lab Confirmed)',
 'No. of Cases (on admission)',
 'No. Discharged',
 'No. of Deaths']
In [14]:
#Creating a Data Frame For Scraped Data and Renaming Columns.
data = pd.DataFrame(scraped_data, columns=['states',
 'lab_confirmed_cases',
 'cases_on_admission',
 'discharged',
 'deaths'])
In [15]:
data.head()
Out[15]:
states lab_confirmed_cases cases_on_admission discharged deaths
0 Lagos 104,014 871 102,372 771
1 FCT 29,464 143 29,072 249
2 Rivers 18,044 89 17,800 155
3 Kaduna 11,576 11 11,476 89
4 Oyo 10,332 3 10,127 202
In [16]:
data.info()
<class 'pandas.core.frame.DataFrame'>
RangeIndex: 37 entries, 0 to 36
Data columns (total 5 columns):
 #   Column               Non-Null Count  Dtype 
---  ------               --------------  ----- 
 0   states               37 non-null     object
 1   lab_confirmed_cases  37 non-null     object
 2   cases_on_admission   37 non-null     object
 3   discharged           37 non-null     object
 4   deaths               37 non-null     object
dtypes: object(5)
memory usage: 1.6+ KB

B - John Hopkins Data Repository¶

Obtain data from the John Hopkins repository.

  • Global Daily Confirmed Cases - Click Here
  • Global Daily Recovered Cases - Click Here
  • Global Daily Death Cases - Click Here
In [17]:
confirmed = "https://raw.githubusercontent.com/CSSEGISandData/COVID-19/master/csse_covid_19_data/csse_covid_19_time_series/time_series_covid19_confirmed_global.csv"
recovered="https://raw.githubusercontent.com/CSSEGISandData/COVID-19/master/csse_covid_19_data/csse_covid_19_time_series/time_series_covid19_recovered_global.csv"
deaths= "https://raw.githubusercontent.com/CSSEGISandData/COVID-19/master/csse_covid_19_data/csse_covid_19_time_series/time_series_covid19_deaths_global.csv"
In [18]:
urls= [confirmed, recovered, deaths]
In [19]:
#load csv files int dataframes
covid_data= [ pd.read_csv(i) for i in urls]
In [20]:
#unpack dataframes into variables
covid_confirmed, covid_recovered, covid_deaths=covid_data
In [21]:
#increase column width to 1500.
pd.options.display.max_columns=1500
In [22]:
covid_confirmed.head()
Out[22]:
Province/State Country/Region Lat Long 1/22/20 1/23/20 1/24/20 1/25/20 1/26/20 1/27/20 1/28/20 1/29/20 1/30/20 1/31/20 2/1/20 2/2/20 2/3/20 2/4/20 2/5/20 2/6/20 2/7/20 2/8/20 2/9/20 2/10/20 2/11/20 2/12/20 2/13/20 2/14/20 2/15/20 2/16/20 2/17/20 2/18/20 2/19/20 2/20/20 2/21/20 2/22/20 2/23/20 2/24/20 2/25/20 2/26/20 2/27/20 2/28/20 2/29/20 3/1/20 3/2/20 3/3/20 3/4/20 3/5/20 3/6/20 3/7/20 3/8/20 3/9/20 3/10/20 3/11/20 3/12/20 3/13/20 3/14/20 3/15/20 3/16/20 3/17/20 3/18/20 3/19/20 3/20/20 3/21/20 3/22/20 3/23/20 3/24/20 3/25/20 3/26/20 3/27/20 3/28/20 3/29/20 3/30/20 3/31/20 4/1/20 4/2/20 4/3/20 4/4/20 4/5/20 4/6/20 4/7/20 4/8/20 4/9/20 4/10/20 4/11/20 4/12/20 4/13/20 4/14/20 4/15/20 4/16/20 4/17/20 4/18/20 4/19/20 4/20/20 4/21/20 4/22/20 4/23/20 4/24/20 4/25/20 4/26/20 4/27/20 4/28/20 4/29/20 4/30/20 5/1/20 5/2/20 5/3/20 5/4/20 5/5/20 5/6/20 5/7/20 5/8/20 5/9/20 5/10/20 5/11/20 5/12/20 5/13/20 5/14/20 5/15/20 5/16/20 5/17/20 5/18/20 5/19/20 5/20/20 5/21/20 5/22/20 5/23/20 5/24/20 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3 NaN Andorra 42.50630 1.521800 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 2 39 39 53 75 88 113 133 164 188 224 267 308 334 370 376 390 428 439 466 501 525 545 564 583 601 601 638 646 659 673 673 696 704 713 717 717 723 723 731 738 738 743 743 743 745 745 747 748 750 751 751 752 752 754 755 755 758 760 761 761 761 761 761 761 762 762 762 762 762 763 763 763 763 764 764 764 765 844 851 852 852 852 852 852 852 852 852 853 853 853 853 854 854 855 855 855 855 855 855 855 855 855 855 855 855 855 855 855 855 855 855 855 855 855 855 855 855 855 858 861 862 877 880 880 880 884 884 889 889 897 897 897 907 907 918 922 925 925 925 937 939 939 944 955 955 955 963 963 977 981 989 989 989 1005 1005 1024 1024 1045 1045 1045 1060 1060 1098 1098 1124 1124 1124 1176 1184 1199 1199 1215 1215 1215 1261 1261 1301 1301 1344 1344 1344 1438 1438 1483 1483 1564 1564 1564 1681 1681 1753 1753 1836 1836 1836 1966 1966 2050 2050 2110 2110 2110 2370 2370 2568 2568 2696 2696 2696 2995 2995 3190 3190 3377 3377 3377 3623 3623 3811 3811 4038 4038 4038 4325 4410 4517 4567 4665 4756 4825 4888 4910 5045 5135 5135 5319 5383 5437 5477 5567 5616 5725 5725 5872 5914 5951 6018 6066 6142 6207 6256 6304 6351 6428 6534 6610 6610 6712 6745 6790 6842 6904 6955 7005 7050 7084 7127 7162 7190 7236 7288 7338 7382 7382 7446 7466 7519 7560 7577 7602 7633 7669 7699 7756 7806 7821 7875 7919 7983 8049 8117 8166 8192 8249 8308 8348 8348 8489 8586 8586 8586 8682 8818 8868 8946 9038 9083 9083 9194 9308 9379 9416 9499 9549 9596 9638 9716 9779 9837 9885 9937 9972 10017 10070 10137 10172 10206 10251 10275 10312 10352 10391 10427 10463 10503 10538 10555 10583 10610 10645 10672 10699 10712 10739 10775 10799 10822 10849 10866 10889 10908 10948 10976 10998 11019 11042 11069 11089 11130 11130 11199 11228 11266 11289 11319 11360 11393 11431 11481 11517 11545 11591 11638 11687 11732 11809 11850 11888 11944 12010 12053 12115 12174 12231 12286 12328 12363 12409 12456 12497 12545 12581 12614 12641 12641 12712 12771 12805 12805 12874 12917 12942 13007 13024 13060 13083 13121 13148 13198 13232 13232 13282 13295 13316 13340 13363 13390 13406 13423 13429 13447 13470 13470 13510 13510 13510 13555 13569 13569 13569 13569 13569 13569 13569 13664 13671 13682 13693 13693 13693 13727 13729 13744 13752 13758 13758 13758 13777 13781 13791 13805 13813 13813 13813 13826 13828 13836 13839 13842 13842 13842 13864 13864 13873 13877 13882 13882 13882 13882 13900 13911 13918 13918 13918 13918 13918 13991 14021 14050 14075 14075 14075 14155 14167 14167 14239 14273 14273 14273 14359 14379 14379 14464 14498 14498 14498 14577 14586 14586 14655 14678 14678 14678 14747 14766 14797 14809 14836 14836 14836 14836 14873 14891 14908 14924 14924 14924 14954 14960 14976 14981 14988 14988 14988 15002 15003 15014 15016 15025 15025 15025 15032 15033 15046 15052 15055 15055 15055 15069 15070 15070 15078 15083 15083 15083 15096 15099 15108 15113 15124 15124 15124 15140 15140 15153 15156 15167 15167 15167 15189 15192 15209 15222 15222 15222 15222 15267 15271 15284 15288 15291 15291 15291 15307 15307 15314 15326 15338 15338 15338 15367 15369 15382 15382 15404 15404 15404 15425 15425 15462 15505 15516 15516 15516 15516 15516 15572 15618 15618 15618 15618 15705 15717 15744 15744 15819 15819 15819 15907 15929 15972 16035 16086 16086 16086 16299 16342 16426 16566 16712 16712 16712 16712 17115 17426 17658 18010 18010 18010 18631 18815 18815 19272 19440 19440 19440 19440 20136 20136 20549 20549 20549 20549 21062 21062 21372 21571 21730 21730 21730 22332 22540 22823 23122 23740 23740 23740 24502 24802 25289 25289 26408 26408 26408 27983 28542 28899 28899 29888 29888 29888 29888 29888 29888 32201 33025 33025 33025 33025 34701 35028 35028 35556 35556 35556 35958 35958 36315 36470 36599 36599 36599 36808 36808 36989 37074 37140 37140 37140 37277 37361 37452 37522 37589 37589 37589 37589 37820 37901 37958 37999 37999 37999 37999 38165 38249 38342 38434 38434 38434 38620 38710 38794 38794 38794 38794 38794 38794 38794 38794 39234 39234 39234 39234 39234 39234 39713 39713 39713 39713 39713 39713 39713 40024 40024 40024 40024 40024 40024 40024 40024 40328 40328 40328 40328 40328 40328 40709 40709 40709 40709 40709 40709 40709 41013 41013 41013 41013 41013 41013 41013 41013 41349 41349 41349 41349 41349 41349 41717 41717 41717 41717 41717 41717 41717 41717 42156 42156 42156 42156 42156 42156 42572 42572 42572 42572 42572 42572 42572 42894 42894 42894 42894 42894 42894 42894 42894 42894 43067 43067 43067 43067 43067 43224 43224 43224 43224 43224 43224 43224 43449 43449 43449 43449 43449 43449 43449 43774 43774 43774 43774 43774 43774 43774 43774 43774 44177 44177 44177 44177 44177 44671 44671 44671 44671 44671 44671 44671 44671 44671 44671 44671 44671 45061 45061 45061 45326 45326 45326 45326 45326 45326 45326 45508 45508 45508 45508 45508 45508 45793 45793 45793 45793 45793 45793 45793 45899 45899 45899 45899 45899 45899 45899 45975 45975 45975 45975 45975 45975 45975 46027 46027 46027 46027 46027 46027 46027 46027 46027 46027 46027 46027 46027 46027 46113 46113 46113 46113 46113 46113 46113 46147 46147 46147 46147 46147 46147 46147 46147 46147 46147 46147 46147 46147 46147 46227 46227 46227 46227 46227 46227 46227 46227 46275 46275 46275 46275 46275 46275 46366 46366 46366 46366
4 NaN Angola -11.20270 17.873900 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 2 2 3 3 3 4 4 5 7 7 7 8 8 8 10 14 16 17 19 19 19 19 19 19 19 19 19 19 24 24 24 24 25 25 25 25 26 27 27 27 27 30 35 35 35 36 36 36 43 43 45 45 45 45 48 48 48 48 50 52 52 58 60 61 69 70 70 71 74 81 84 86 86 86 86 86 86 88 91 92 96 113 118 130 138 140 142 148 155 166 172 176 183 186 189 197 212 212 259 267 276 284 291 315 328 346 346 346 386 386 396 458 462 506 525 541 576 607 638 687 705 749 779 812 851 880 916 932 950 1000 1078 1109 1148 1164 1199 1280 1344 1395 1483 1538 1572 1672 1679 1735 1762 1815 1852 1879 1906 1935 1966 2015 2044 2068 2134 2171 2222 2283 2332 2415 2471 2551 2624 2654 2729 2777 2805 2876 2935 2965 2981 3033 3092 3217 3279 3335 3388 3439 3569 3675 3789 3848 3901 3991 4117 4236 4363 4475 4590 4672 4718 4797 4905 4972 5114 5211 5370 5402 5530 5725 5725 5958 6031 6246 6366 6488 6680 6846 7096 7222 7462 7622 7829 8049 8338 8582 8829 9026 9381 9644 9871 10074 10269 10558 10805 11035 11228 11577 11813 12102 12223 12335 12433 12680 12816 12953 13053 13228 13374 13451 13615 13818 13922 14134 14267 14413 14493 14634 14742 14821 14920 15008 15087 15103 15139 15251 15319 15361 15493 15536 15591 15648 15729 15804 15925 16061 16161 16188 16277 16362 16407 16484 16562 16626 16644 16686 16802 16931 17029 17099 17149 17240 17296 17371 17433 17553 17568 17608 17642 17684 17756 17864 17974 18066 18156 18193 18254 18343 18425 18613 18679 18765 18875 18926 19011 19093 19177 19269 19367 19399 19476 19553 19580 19672 19723 19782 19796 19829 19900 19937 19996 20030 20062 20086 20112 20163 20210 20261 20294 20329 20366 20381 20389 20400 20452 20478 20499 20519 20548 20584 20640 20695 20759 20782 20807 20854 20882 20923 20981 21026 21055 21086 21108 21114 21161 21205 21265 21323 21380 21407 21446 21489 21558 21642 21696 21733 21757 21774 21836 21914 21961 22031 22063 22132 22182 22311 22399 22467 22579 22631 22717 22885 23010 23108 23242 23331 23457 23549 23697 23841 23951 24122 24300 24389 24518 24661 24883 25051 25279 25492 25609 25710 25942 26168 26431 26652 26815 26993 27133 27284 27529 27921 28201 28477 28740 28875 29146 29405 29695 30030 30354 30637 30787 31045 31438 31661 31909 32149 32441 32623 32933 33338 33607 33944 34180 34366 34551 34752 34960 35140 35307 35594 35772 35854 36004 36115 36325 36455 36600 36705 36790 36921 37094 37289 37467 37604 37678 37748 37874 38002 38091 38371 38528 38556 38613 38682 38849 38965 39089 39172 39230 39300 39375 39491 39593 39791 39881 39958 40055 40138 40327 40530 40631 40707 40805 40906 41061 41227 41405 41629 41736 41780 41879 42110 42288 42486 42646 42777 42815 42970 43070 43158 43269 43487 43592 43662 43747 43890 43998 44174 44328 44534 44617 44739 44972 45175 45325 45583 45817 45945 46076 46340 46539 46726 46929 47079 47168 47331 47544 47781 48004 48261 48475 48656 48790 49114 49349 49628 49943 50348 50446 50738 51047 51407 51827 52208 52307 52307 52644 52968 53387 53840 54280 54795 55121 55583 56040 56583 56583 58076 58603 58943 58943 59895 60448 60803 61023 61245 61378 61580 61794 62143 62385 62606 62789 62842 63012 63197 63340 63567 63691 63775 63861 63930 64033 64126 64226 64301 64374 64433 64458 64487 64533 64583 64612 64654 64674 64724 64762 64815 64857 64875 64899 64913 64913 64940 64968 64985 64997 65011 65024 65033 65061 65080 65105 65130 65139 65144 65155 65168 65183 65208 65223 65244 65259 65259 65301 65332 65346 65371 65397 65404 65404 65431 65565 65648 65760 65868 65938 66086 66566 67199 68362 70221 71142 71752 71752 76787 78475 79871 81593 82398 82920 83764 84666 86636 87625 88775 89251 89718 90316 91148 91907 92581 93302 93524 93694 93974 94275 94779 95220 95676 95902 96582 97263 97594 97812 97901 98029 98057 98076 98116 98226 98267 98319 98340 98351 98364 98409 98424 98453 98474 98501 98514 98514 98514 98555 98568 98585 98605 98617 98638 98658 98671 98698 98701 98701 98701 98701 98741 98746 98746 98746 98796 98796 98806 98806 98829 98855 98855 98855 98909 98927 98931 98956 98985 99003 99003 99003 99003 99010 99058 99058 99081 99102 99106 99115 99115 99138 99138 99169 99194 99194 99194 99194 99194 99194 99194 99194 99194 99194 99194 99194 99194 99194 99194 99194 99194 99194 99287 99287 99287 99287 99287 99287 99287 99287 99287 99287 99287 99287 99287 99287 99287 99287 99287 99287 99287 99287 99287 99287 99287 99287 99287 99287 99287 99287 99287 99287 99287 99287 99287 99287 99287 99433 99527 99527 99527 99527 99527 99761 99761 99761 99761 99761 99761 99761 99761 99761 99761 99761 99761 99761 99761 99761 99761 99761 99761 99761 99761 99761 99761 99761 99761 99761 99761 99761 99761 99761 101320 101320 101320 101320 101320 101320 101320 101320 101320 101320 101320 101320 101320 101320 101320 101320 101600 101901 101901 101901 102209 102209 102209 102209 102301 102301 102301 102301 102301 102301 102301 102301 102301 102301 102301 102301 102301 102301 102636 102636 102636 102636 102636 102636 102636 102636 102636 102636 102636 102636 102636 102636 102636 102636 102636 102636 102636 102636 102636 102636 102636 102636 102636 102636 102636 102636 102636 102636 102636 102636 102636 102636 102636 103131 103131 103131 103131 103131 103131 103131 103131 103131 103131 103131 103131 103131 103131 103131 103131 103131 103131 103131 103131 103131 103131 103131 103131 103131 103131 103131 103131 103131 103131 103131 103131 103131 103131 103131 103131 103131
In [23]:
covid_deaths.head()
Out[23]:
Province/State Country/Region Lat Long 1/22/20 1/23/20 1/24/20 1/25/20 1/26/20 1/27/20 1/28/20 1/29/20 1/30/20 1/31/20 2/1/20 2/2/20 2/3/20 2/4/20 2/5/20 2/6/20 2/7/20 2/8/20 2/9/20 2/10/20 2/11/20 2/12/20 2/13/20 2/14/20 2/15/20 2/16/20 2/17/20 2/18/20 2/19/20 2/20/20 2/21/20 2/22/20 2/23/20 2/24/20 2/25/20 2/26/20 2/27/20 2/28/20 2/29/20 3/1/20 3/2/20 3/3/20 3/4/20 3/5/20 3/6/20 3/7/20 3/8/20 3/9/20 3/10/20 3/11/20 3/12/20 3/13/20 3/14/20 3/15/20 3/16/20 3/17/20 3/18/20 3/19/20 3/20/20 3/21/20 3/22/20 3/23/20 3/24/20 3/25/20 3/26/20 3/27/20 3/28/20 3/29/20 3/30/20 3/31/20 4/1/20 4/2/20 4/3/20 4/4/20 4/5/20 4/6/20 4/7/20 4/8/20 4/9/20 4/10/20 4/11/20 4/12/20 4/13/20 4/14/20 4/15/20 4/16/20 4/17/20 4/18/20 4/19/20 4/20/20 4/21/20 4/22/20 4/23/20 4/24/20 4/25/20 4/26/20 4/27/20 4/28/20 4/29/20 4/30/20 5/1/20 5/2/20 5/3/20 5/4/20 5/5/20 5/6/20 5/7/20 5/8/20 5/9/20 5/10/20 5/11/20 5/12/20 5/13/20 5/14/20 5/15/20 5/16/20 5/17/20 5/18/20 5/19/20 5/20/20 5/21/20 5/22/20 5/23/20 5/24/20 5/25/20 5/26/20 5/27/20 5/28/20 5/29/20 5/30/20 5/31/20 6/1/20 6/2/20 6/3/20 6/4/20 6/5/20 6/6/20 6/7/20 6/8/20 6/9/20 6/10/20 6/11/20 6/12/20 6/13/20 6/14/20 6/15/20 6/16/20 6/17/20 6/18/20 6/19/20 6/20/20 6/21/20 6/22/20 6/23/20 6/24/20 6/25/20 6/26/20 6/27/20 6/28/20 6/29/20 6/30/20 7/1/20 7/2/20 7/3/20 7/4/20 7/5/20 7/6/20 7/7/20 7/8/20 7/9/20 7/10/20 7/11/20 7/12/20 7/13/20 7/14/20 7/15/20 7/16/20 7/17/20 7/18/20 7/19/20 7/20/20 7/21/20 7/22/20 7/23/20 7/24/20 7/25/20 7/26/20 7/27/20 7/28/20 7/29/20 7/30/20 7/31/20 8/1/20 8/2/20 8/3/20 8/4/20 8/5/20 8/6/20 8/7/20 8/8/20 8/9/20 8/10/20 8/11/20 8/12/20 8/13/20 8/14/20 8/15/20 8/16/20 8/17/20 8/18/20 8/19/20 8/20/20 8/21/20 8/22/20 8/23/20 8/24/20 8/25/20 8/26/20 8/27/20 8/28/20 8/29/20 8/30/20 8/31/20 9/1/20 9/2/20 9/3/20 9/4/20 9/5/20 9/6/20 9/7/20 9/8/20 9/9/20 9/10/20 9/11/20 9/12/20 9/13/20 9/14/20 9/15/20 9/16/20 9/17/20 9/18/20 9/19/20 9/20/20 9/21/20 9/22/20 9/23/20 9/24/20 9/25/20 9/26/20 9/27/20 9/28/20 9/29/20 9/30/20 10/1/20 10/2/20 10/3/20 10/4/20 10/5/20 10/6/20 10/7/20 10/8/20 10/9/20 10/10/20 10/11/20 10/12/20 10/13/20 10/14/20 10/15/20 10/16/20 10/17/20 10/18/20 10/19/20 10/20/20 10/21/20 10/22/20 10/23/20 10/24/20 10/25/20 10/26/20 10/27/20 10/28/20 10/29/20 10/30/20 10/31/20 11/1/20 11/2/20 11/3/20 11/4/20 11/5/20 11/6/20 11/7/20 11/8/20 11/9/20 11/10/20 11/11/20 11/12/20 11/13/20 11/14/20 11/15/20 11/16/20 11/17/20 11/18/20 11/19/20 11/20/20 11/21/20 11/22/20 11/23/20 11/24/20 11/25/20 11/26/20 11/27/20 11/28/20 11/29/20 11/30/20 12/1/20 12/2/20 12/3/20 12/4/20 12/5/20 12/6/20 12/7/20 12/8/20 12/9/20 12/10/20 12/11/20 12/12/20 12/13/20 12/14/20 12/15/20 12/16/20 12/17/20 12/18/20 12/19/20 12/20/20 12/21/20 12/22/20 12/23/20 12/24/20 12/25/20 12/26/20 12/27/20 12/28/20 12/29/20 12/30/20 12/31/20 1/1/21 1/2/21 1/3/21 1/4/21 1/5/21 1/6/21 1/7/21 1/8/21 1/9/21 1/10/21 1/11/21 1/12/21 1/13/21 1/14/21 1/15/21 1/16/21 1/17/21 1/18/21 1/19/21 1/20/21 1/21/21 1/22/21 1/23/21 1/24/21 1/25/21 1/26/21 1/27/21 1/28/21 1/29/21 1/30/21 1/31/21 2/1/21 2/2/21 2/3/21 2/4/21 2/5/21 2/6/21 2/7/21 2/8/21 2/9/21 2/10/21 2/11/21 2/12/21 2/13/21 2/14/21 2/15/21 2/16/21 2/17/21 2/18/21 2/19/21 2/20/21 2/21/21 2/22/21 2/23/21 2/24/21 2/25/21 2/26/21 2/27/21 2/28/21 3/1/21 3/2/21 3/3/21 3/4/21 3/5/21 3/6/21 3/7/21 3/8/21 3/9/21 3/10/21 3/11/21 3/12/21 3/13/21 3/14/21 3/15/21 3/16/21 3/17/21 3/18/21 3/19/21 3/20/21 3/21/21 3/22/21 3/23/21 3/24/21 3/25/21 3/26/21 3/27/21 3/28/21 3/29/21 3/30/21 3/31/21 4/1/21 4/2/21 4/3/21 4/4/21 4/5/21 4/6/21 4/7/21 4/8/21 4/9/21 4/10/21 4/11/21 4/12/21 4/13/21 4/14/21 4/15/21 4/16/21 4/17/21 4/18/21 4/19/21 4/20/21 4/21/21 4/22/21 4/23/21 4/24/21 4/25/21 4/26/21 4/27/21 4/28/21 4/29/21 4/30/21 5/1/21 5/2/21 5/3/21 5/4/21 5/5/21 5/6/21 5/7/21 5/8/21 5/9/21 5/10/21 5/11/21 5/12/21 5/13/21 5/14/21 5/15/21 5/16/21 5/17/21 5/18/21 5/19/21 5/20/21 5/21/21 5/22/21 5/23/21 5/24/21 5/25/21 5/26/21 5/27/21 5/28/21 5/29/21 5/30/21 5/31/21 6/1/21 6/2/21 6/3/21 6/4/21 6/5/21 6/6/21 6/7/21 6/8/21 6/9/21 6/10/21 6/11/21 6/12/21 6/13/21 6/14/21 6/15/21 6/16/21 6/17/21 6/18/21 6/19/21 6/20/21 6/21/21 6/22/21 6/23/21 6/24/21 6/25/21 6/26/21 6/27/21 6/28/21 6/29/21 6/30/21 7/1/21 7/2/21 7/3/21 7/4/21 7/5/21 7/6/21 7/7/21 7/8/21 7/9/21 7/10/21 7/11/21 7/12/21 7/13/21 7/14/21 7/15/21 7/16/21 7/17/21 7/18/21 7/19/21 7/20/21 7/21/21 7/22/21 7/23/21 7/24/21 7/25/21 7/26/21 7/27/21 7/28/21 7/29/21 7/30/21 7/31/21 8/1/21 8/2/21 8/3/21 8/4/21 8/5/21 8/6/21 8/7/21 8/8/21 8/9/21 8/10/21 8/11/21 8/12/21 8/13/21 8/14/21 8/15/21 8/16/21 8/17/21 8/18/21 8/19/21 8/20/21 8/21/21 8/22/21 8/23/21 8/24/21 8/25/21 8/26/21 8/27/21 8/28/21 8/29/21 8/30/21 8/31/21 9/1/21 9/2/21 9/3/21 9/4/21 9/5/21 9/6/21 9/7/21 9/8/21 9/9/21 9/10/21 9/11/21 9/12/21 9/13/21 9/14/21 9/15/21 9/16/21 9/17/21 9/18/21 9/19/21 9/20/21 9/21/21 9/22/21 9/23/21 9/24/21 9/25/21 9/26/21 9/27/21 9/28/21 9/29/21 9/30/21 10/1/21 10/2/21 10/3/21 10/4/21 10/5/21 10/6/21 10/7/21 10/8/21 10/9/21 10/10/21 10/11/21 10/12/21 10/13/21 10/14/21 10/15/21 10/16/21 10/17/21 10/18/21 10/19/21 10/20/21 10/21/21 10/22/21 10/23/21 10/24/21 10/25/21 10/26/21 10/27/21 10/28/21 10/29/21 10/30/21 10/31/21 11/1/21 11/2/21 11/3/21 11/4/21 11/5/21 11/6/21 11/7/21 11/8/21 11/9/21 11/10/21 11/11/21 11/12/21 11/13/21 11/14/21 11/15/21 11/16/21 11/17/21 11/18/21 11/19/21 11/20/21 11/21/21 11/22/21 11/23/21 11/24/21 11/25/21 11/26/21 11/27/21 11/28/21 11/29/21 11/30/21 12/1/21 12/2/21 12/3/21 12/4/21 12/5/21 12/6/21 12/7/21 12/8/21 12/9/21 12/10/21 12/11/21 12/12/21 12/13/21 12/14/21 12/15/21 12/16/21 12/17/21 12/18/21 12/19/21 12/20/21 12/21/21 12/22/21 12/23/21 12/24/21 12/25/21 12/26/21 12/27/21 12/28/21 12/29/21 12/30/21 12/31/21 1/1/22 1/2/22 1/3/22 1/4/22 1/5/22 1/6/22 1/7/22 1/8/22 1/9/22 1/10/22 1/11/22 1/12/22 1/13/22 1/14/22 1/15/22 1/16/22 1/17/22 1/18/22 1/19/22 1/20/22 1/21/22 1/22/22 1/23/22 1/24/22 1/25/22 1/26/22 1/27/22 1/28/22 1/29/22 1/30/22 1/31/22 2/1/22 2/2/22 2/3/22 2/4/22 2/5/22 2/6/22 2/7/22 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1 NaN Albania 41.15330 20.168300 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 2 2 2 2 2 4 5 5 6 8 10 10 11 15 15 16 17 20 20 21 22 22 23 23 23 23 23 24 25 26 26 26 26 26 26 27 27 27 27 28 28 30 30 31 31 31 31 31 31 31 31 31 31 31 31 31 31 31 31 31 31 31 31 31 31 31 31 32 32 33 33 33 33 33 33 33 33 33 33 33 34 34 34 34 34 35 36 36 36 36 37 38 39 42 43 44 44 45 47 49 51 53 55 58 62 65 69 72 74 76 79 81 83 83 85 89 93 95 97 101 104 107 111 112 113 117 120 123 128 134 138 144 148 150 154 157 161 166 172 176 182 188 189 193 199 200 205 208 213 219 225 228 230 232 234 238 240 245 250 254 259 263 266 271 275 280 284 290 296 301 306 312 316 319 321 322 324 327 330 334 338 340 343 347 353 358 362 364 367 370 370 373 375 377 380 384 387 388 389 392 396 400 403 407 411 413 416 420 424 429 434 439 443 448 451 454 458 462 465 469 473 477 480 487 493 499 502 509 518 527 532 536 543 549 557 559 571 579 590 598 605 612 623 631 637 646 657 672 685 699 716 735 743 753 771 787 798 810 822 839 852 870 889 905 922 936 951 965 977 989 1003 1016 1028 1040 1055 1066 1074 1088 1098 1111 1117 1125 1134 1143 1153 1164 1170 1174 1181 1181 1190 1193 1199 1210 1217 1223 1230 1233 1241 1247 1252 1256 1261 1265 1270 1277 1281 1287 1291 1296 1303 1310 1315 1324 1332 1339 1350 1358 1369 1380 1393 1398 1404 1418 1433 1446 1460 1472 1488 1503 1517 1531 1543 1555 1567 1582 1600 1617 1636 1653 1666 1681 1696 1715 1736 1756 1775 1796 1816 1835 1856 1876 1897 1918 1939 1956 1969 1986 2002 2018 2030 2045 2060 2077 2092 2106 2122 2133 2137 2145 2156 2171 2184 2192 2204 2210 2216 2227 2235 2241 2247 2256 2265 2274 2283 2291 2297 2304 2310 2317 2321 2326 2331 2335 2337 2340 2342 2347 2353 2358 2364 2367 2372 2378 2379 2383 2386 2389 2394 2396 2397 2399 2402 2403 2406 2408 2411 2412 2416 2420 2423 2426 2427 2429 2432 2435 2436 2438 2440 2441 2442 2444 2445 2447 2447 2447 2448 2449 2450 2451 2451 2451 2451 2451 2451 2451 2452 2452 2452 2452 2453 2453 2453 2453 2454 2454 2454 2454 2454 2454 2454 2455 2455 2455 2455 2456 2456 2456 2456 2456 2456 2456 2456 2456 2456 2456 2456 2456 2456 2456 2456 2456 2456 2456 2456 2456 2456 2456 2456 2456 2456 2456 2456 2456 2456 2456 2456 2457 2457 2457 2457 2457 2457 2457 2457 2457 2458 2459 2459 2460 2460 2460 2460 2461 2463 2464 2466 2468 2471 2473 2475 2477 2478 2478 2480 2483 2486 2487 2490 2492 2495 2498 2501 2505 2508 2512 2515 2519 2523 2528 2531 2535 2539 2543 2548 2553 2557 2563 2569 2574 2580 2587 2594 2601 2609 2619 2629 2640 2653 2668 2685 2698 2705 2710 2713 2713 2725 2734 2746 2753 2759 2768 2777 2783 2788 2797 2807 2810 2820 2829 2841 2849 2855 2863 2870 2874 2880 2888 2893 2902 2909 2916 2924 2931 2937 2940 2944 2948 2948 2955 2966 2970 2975 2978 2983 2986 2990 2997 3004 3014 3022 3029 3035 3035 3049 3053 3063 3068 3077 3085 3089 3092 3096 3101 3104 3108 3109 3110 3115 3122 3126 3128 3130 3132 3134 3140 3144 3152 3156 3158 3161 3166 3172 3178 3180 3181 3187 3189 3194 3194 3207 3212 3212 3217 3217 3220 3220 3224 3224 3228 3233 3233 3240 3241 3247 3253 3255 3262 3265 3269 3271 3277 3283 3286 3292 3297 3305 3305 3312 3317 3323 3329 3329 3334 3346 3346 3362 3362 3371 3371 3380 3387 3393 3399 3402 3402 3407 3410 3414 3420 3423 3430 3432 3433 3438 3445 3451 3453 3457 3458 3458 3464 3469 3472 3474 3474 3478 3478 3482 3483 3483 3483 3484 3485 3485 3485 3485 3486 3487 3487 3487 3487 3487 3487 3489 3489 3489 3490 3491 3491 3491 3492 3492 3492 3492 3492 3492 3492 3492 3492 3492 3492 3492 3493 3493 3494 3494 3495 3495 3496 3496 3496 3496 3496 3496 3496 3496 3496 3496 3496 3496 3496 3496 3496 3496 3496 3496 3496 3496 3496 3496 3497 3497 3497 3497 3497 3497 3497 3497 3497 3497 3497 3497 3497 3497 3497 3497 3497 3497 3497 3497 3497 3497 3497 3497 3497 3497 3497 3497 3497 3497 3497 3497 3497 3497 3497 3497 3497 3497 3497 3497 3497 3497 3497 3497 3497 3497 3497 3497 3497 3497 3497 3498 3499 3500 3501 3501 3502 3502 3502 3506 3508 3510 3512 3514 3514 3516 3517 3517 3517 3517 3517 3518 3520 3521 3521 3523 3525 3527 3529 3532 3535 3538 3541 3543 3545 3548 3550 3551 3554 3557 3560 3563 3566 3566 3567 3568 3569 3570 3571 3571 3573 3574 3574 3575 3576 3576 3576 3577 3578 3579 3580 3581 3581 3581 3582 3582 3583 3583 3583 3583 3583 3583 3584 3584 3584 3584 3584 3585 3586 3586 3586 3586 3586 3586 3588 3589 3589 3589 3589 3589 3589 3589 3589 3589 3589 3589 3589 3589 3589 3589 3589 3589 3589 3589 3589 3589 3590 3591 3591 3591 3591
2 NaN Algeria 28.03390 1.659600 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 2 3 4 4 4 7 9 11 15 17 17 19 21 25 26 29 31 35 44 58 86 105 130 152 173 193 205 235 256 275 293 313 326 336 348 364 367 375 384 392 402 407 415 419 425 432 437 444 450 453 459 463 465 470 476 483 488 494 502 507 515 522 529 536 542 548 555 561 568 575 582 592 600 609 617 623 630 638 646 653 661 667 673 681 690 698 707 715 724 732 741 751 760 767 777 788 799 811 825 837 845 852 861 869 878 885 892 897 905 912 920 928 937 946 952 959 968 978 988 996 1004 1011 1018 1028 1040 1052 1057 1068 1078 1087 1100 1111 1124 1136 1146 1155 1163 1174 1186 1200 1210 1223 1231 1239 1248 1261 1273 1282 1293 1302 1312 1322 1333 1341 1351 1360 1370 1379 1391 1402 1411 1418 1424 1435 1446 1456 1465 1475 1483 1491 1501 1510 1518 1523 1529 1539 1549 1556 1562 1571 1581 1591 1599 1605 1612 1620 1632 1645 1654 1659 1665 1672 1679 1689 1698 1703 1707 1711 1714 1719 1726 1736 1741 1749 1756 1760 1768 1768 1771 1783 1789 1795 1801 1809 1818 1827 1827 1841 1846 1856 1865 1873 1880 1888 1897 1907 1914 1922 1931 1941 1949 1956 1964 1973 1980 1980 1999 2011 2024 2036 2048 2062 2077 2093 2111 2124 2139 2154 2168 2186 2206 2224 2236 2255 2272 2294 2309 2329 2352 2372 2393 2410 2431 2447 2464 2480 2492 2501 2516 2527 2539 2554 2564 2575 2584 2596 2609 2623 2631 2640 2647 2659 2666 2675 2687 2696 2705 2716 2722 2728 2737 2745 2751 2756 2762 2769 2772 2777 2782 2786 2792 2798 2803 2807 2812 2816 2819 2822 2827 2831 2836 2840 2843 2849 2853 2856 2861 2863 2866 2871 2877 2881 2884 2888 2891 2894 2898 2900 2904 2909 2909 2914 2918 2924 2926 2930 2932 2935 2939 2943 2945 2947 2950 2954 2958 2961 2964 2967 2970 2973 2977 2979 2983 2987 2991 2996 3002 3007 3010 3013 3018 3022 3026 3028 3031 3034 3036 3040 3045 3048 3051 3053 3055 3057 3061 3066 3069 3071 3074 3077 3080 3084 3089 3093 3096 3099 3102 3105 3108 3112 3116 3119 3123 3126 3130 3134 3137 3141 3144 3148 3152 3155 3160 3165 3172 3181 3190 3198 3207 3217 3225 3234 3244 3253 3261 3270 3280 3289 3299 3307 3315 3321 3328 3335 3343 3350 3355 3360 3366 3374 3381 3388 3395 3401 3405 3411 3418 3426 3433 3440 3448 3455 3460 3465 3472 3480 3490 3497 3504 3510 3518 3527 3537 3544 3552 3560 3565 3571 3579 3588 3598 3605 3615 3624 3631 3641 3650 3660 3669 3678 3685 3693 3699 3708 3716 3726 3735 3745 3755 3765 3775 3786 3798 3811 3824 3836 3851 3867 3882 3895 3910 3922 3938 3956 3979 3994 4008 4026 4042 4063 4087 4112 4161 4189 4219 4254 4291 4329 4370 4404 4441 4487 4520 4550 4578 4618 4654 4695 4730 4766 4794 4830 4867 4898 4929 4957 4984 5004 5034 5063 5096 5121 5148 5179 5209 5240 5269 5302 5339 5373 5399 5420 5445 5471 5489 5519 5539 5558 5578 5596 5614 5630 5651 5670 5681 5694 5709 5725 5739 5748 5758 5767 5777 5786 5797 5805 5812 5815 5819 5822 5826 5831 5838 5843 5846 5850 5853 5855 5859 5862 5864 5867 5870 5872 5873 5875 5878 5881 5883 5886 5890 5894 5899 5904 5907 5913 5918 5920 5924 5927 5931 5936 5939 5941 5945 5950 5954 5960 5966 5971 5977 5984 5991 5997 6005 6009 6015 6017 6021 6026 6030 6035 6041 6046 6052 6058 6064 6071 6076 6083 6089 6096 6103 6111 6114 6122 6126 6132 6137 6145 6151 6155 6165 6171 6175 6180 6184 6190 6198 6205 6213 6222 6229 6238 6246 6254 6263 6271 6276 6284 6291 6298 6303 6310 6318 6325 6330 6339 6349 6363 6372 6383 6393 6404 6412 6423 6435 6443 6453 6468 6481 6495 6508 6516 6526 6539 6545 6555 6566 6579 6593 6604 6618 6631 6640 6646 6654 6667 6678 6690 6703 6715 6729 6744 6753 6762 6772 6780 6787 6797 6805 6812 6816 6820 6823 6828 6831 6835 6840 6843 6848 6852 6853 6855 6857 6858 6860 6861 6861 6862 6864 6866 6868 6869 6870 6871 6871 6871 6872 6873 6873 6873 6873 6873 6873 6873 6874 6874 6874 6874 6874 6874 6874 6874 6874 6874 6874 6874 6874 6874 6874 6874 6874 6874 6874 6874 6874 6874 6874 6874 6874 6874 6875 6875 6875 6875 6875 6875 6875 6875 6875 6875 6875 6875 6875 6875 6875 6875 6875 6875 6875 6875 6875 6875 6875 6875 6875 6875 6875 6875 6875 6875 6875 6875 6875 6875 6875 6875 6875 6875 6875 6875 6875 6875 6875 6875 6875 6875 6875 6875 6875 6875 6875 6875 6875 6875 6875 6875 6875 6875 6875 6875 6875 6875 6875 6875 6875 6875 6875 6875 6875 6875 6875 6875 6875 6875 6875 6875 6875 6875 6875 6875 6875 6875 6875 6875 6875 6875 6875 6875 6875 6875 6875 6876 6876 6876 6876 6876 6876 6876 6876 6876 6876 6876 6877 6878 6878 6878 6878 6878 6878 6878 6878 6878 6878 6878 6878 6878 6878 6878 6878 6878 6878 6878 6878 6878 6878 6878 6878 6878 6878 6878 6878 6878 6878 6879 6879 6879 6879 6879 6879 6879 6879 6879 6879 6879 6879 6879 6879 6879 6879 6879 6879 6879 6879 6879 6879 6879 6879 6879 6879 6879 6879 6879 6879 6879 6879 6881 6881 6881 6881 6881 6881 6881 6881 6881 6881
3 NaN Andorra 42.50630 1.521800 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 3 3 3 6 8 12 14 15 16 17 18 21 22 23 25 26 26 29 29 31 33 33 35 35 36 37 37 37 37 40 40 40 40 41 42 42 43 44 45 45 46 46 47 47 48 48 48 48 49 49 49 51 51 51 51 51 51 51 51 51 51 51 51 51 51 51 51 51 51 51 51 51 51 51 51 51 51 51 51 51 51 51 52 52 52 52 52 52 52 52 52 52 52 52 52 52 52 52 52 52 52 52 52 52 52 52 52 52 52 52 52 52 52 52 52 52 52 52 52 52 52 52 52 52 52 52 52 52 52 52 52 52 52 52 52 52 52 52 52 53 53 53 53 53 53 53 53 53 53 53 53 53 53 53 53 53 53 53 53 53 53 53 53 53 53 53 53 53 53 53 53 53 53 53 53 53 53 53 53 53 53 53 53 53 53 53 53 53 53 53 53 53 53 53 53 53 54 55 55 55 57 57 59 59 59 59 59 62 62 63 63 69 69 69 72 72 72 73 75 75 75 75 75 75 75 75 75 75 75 75 75 75 75 75 76 76 76 76 76 76 76 76 76 76 76 76 76 76 76 76 76 76 77 77 78 78 78 78 78 78 78 78 79 79 79 79 79 80 80 81 81 82 82 83 83 83 83 83 84 84 84 84 84 84 84 84 84 84 84 85 85 85 86 87 88 88 91 91 91 92 92 93 93 96 96 97 97 98 100 100 101 101 101 102 103 103 104 105 106 106 106 106 106 106 107 107 107 107 107 107 107 107 107 109 110 110 110 110 110 110 110 110 112 112 112 112 112 112 112 112 112 112 112 113 113 113 113 113 113 113 113 113 113 114 114 114 115 115 115 115 115 115 116 117 117 117 117 119 120 120 120 120 121 121 121 121 123 123 123 123 123 123 123 123 124 124 124 124 125 125 125 125 127 127 127 127 127 127 127 127 127 127 127 127 127 127 127 127 127 127 127 127 127 127 127 127 127 127 127 127 127 127 127 127 127 127 127 127 127 127 127 127 127 127 127 127 127 127 127 127 127 127 127 127 127 127 127 127 127 127 127 127 127 127 127 127 127 127 127 127 127 127 127 127 127 127 127 127 127 127 127 127 127 127 127 127 127 127 127 127 127 128 128 128 128 128 128 128 128 128 128 128 129 129 129 129 129 129 129 129 129 129 129 129 129 130 130 130 130 130 130 130 130 130 130 130 130 130 130 130 130 130 130 130 130 130 130 130 130 130 130 130 130 130 130 130 130 130 130 130 130 130 130 130 130 130 130 130 130 130 130 130 130 130 130 130 130 130 130 130 130 130 130 130 130 130 130 130 130 130 130 130 130 130 130 130 130 130 130 130 130 130 130 130 130 130 130 130 130 130 130 130 130 130 130 130 130 130 131 131 131 131 131 131 131 131 132 132 132 132 133 133 133 133 133 133 133 133 134 134 134 134 134 134 137 137 138 139 139 139 139 139 140 140 140 140 140 140 140 141 141 141 141 141 141 141 141 141 141 142 142 142 142 142 142 144 144 144 144 144 145 145 145 145 145 145 145 145 146 147 147 147 147 147 147 148 148 148 148 148 149 150 150 150 150 150 150 150 151 151 151 151 151 151 151 151 151 151 151 151 151 151 152 152 152 152 152 152 152 152 152 153 153 153 153 153 153 153 155 153 153 153 153 153 153 153 153 153 153 153 153 153 153 153 153 153 153 153 153 153 153 153 153 153 153 153 153 153 153 153 153 153 153 153 153 153 153 153 153 153 153 153 153 153 153 153 153 153 153 153 153 153 153 153 153 153 153 153 153 153 153 153 153 153 153 153 153 153 153 153 153 153 153 153 153 153 153 153 153 153 153 153 153 153 153 153 153 153 153 153 153 153 153 153 153 153 153 153 153 153 153 153 153 153 153 153 153 153 153 153 153 153 153 153 153 153 153 153 153 153 153 153 153 153 153 153 153 153 153 153 154 154 154 154 154 154 154 154 154 154 154 154 154 154 154 154 154 154 154 154 154 154 154 154 154 154 154 154 154 154 154 154 154 154 154 155 155 155 155 155 155 155 155 155 155 155 155 155 155 155 155 155 155 155 155 155 155 155 155 155 155 155 155 155 155 155 155 155 155 155 155 155 155 155
4 NaN Angola -11.20270 17.873900 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 3 3 3 3 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 5 5 6 6 6 6 7 8 8 9 9 10 10 10 10 10 10 11 11 13 15 17 18 19 19 19 21 21 22 23 23 26 26 26 27 28 29 29 29 29 30 33 33 35 39 40 41 47 48 51 52 54 55 58 59 62 64 67 70 75 78 80 80 80 86 86 88 88 90 92 93 94 94 96 100 102 103 105 106 107 107 108 109 112 113 115 117 117 120 124 126 130 131 132 134 136 139 143 144 147 147 152 154 155 159 162 167 171 174 176 179 183 185 189 193 195 199 211 211 208 212 218 218 219 222 227 228 234 241 247 248 251 255 260 265 267 268 270 271 275 275 279 284 286 289 291 296 299 300 303 307 308 308 312 315 317 322 322 324 328 332 333 334 336 337 337 338 340 341 342 345 346 348 350 351 352 353 354 354 354 355 358 362 365 366 371 372 372 379 382 384 386 387 390 393 393 393 396 399 399 403 403 405 405 405 407 408 408 410 413 413 415 416 416 420 422 424 425 428 431 436 439 442 444 448 452 457 459 461 462 462 464 464 464 466 466 468 470 473 474 475 475 475 478 487 487 490 491 492 493 494 496 498 498 498 499 499 500 501 502 504 506 508 508 510 510 511 511 512 514 515 516 516 517 519 520 521 521 522 522 522 524 526 527 530 530 532 532 532 533 533 534 536 537 538 538 540 542 543 547 547 549 549 550 553 554 554 557 557 560 561 561 563 565 570 572 574 577 579 583 587 591 594 596 600 602 603 609 618 622 628 630 633 636 639 645 649 651 655 659 677 685 696 704 709 715 725 731 735 742 745 749 757 764 766 772 780 784 788 794 797 800 803 811 815 819 825 831 836 842 847 851 853 856 859 868 875 878 881 883 887 889 891 894 900 903 906 910 913 915 920 925 925 928 929 935 939 941 946 951 952 954 957 969 970 973 977 981 982 984 991 994 1000 1003 1008 1011 1016 1018 1022 1026 1032 1042 1044 1049 1053 1057 1063 1070 1082 1086 1100 1103 1118 1125 1133 1138 1140 1153 1163 1166 1176 1182 1186 1192 1201 1210 1217 1227 1235 1248 1258 1270 1282 1299 1309 1313 1322 1327 1339 1345 1358 1360 1371 1378 1388 1388 1409 1414 1434 1460 1471 1487 1501 1513 1526 1537 1537 1567 1574 1577 1577 1587 1598 1603 1613 1618 1622 1629 1642 1650 1653 1660 1662 1664 1670 1678 1682 1685 1693 1695 1697 1701 1702 1703 1705 1707 1708 1710 1713 1713 1716 1718 1719 1719 1720 1721 1723 1723 1725 1726 1727 1727 1727 1729 1729 1729 1729 1730 1730 1730 1730 1731 1732 1733 1733 1733 1733 1733 1735 1735 1735 1735 1735 1735 1735 1735 1736 1737 1737 1737 1737 1737 1737 1737 1738 1738 1738 1738 1738 1741 1743 1746 1746 1749 1749 1756 1760 1764 1770 1772 1772 1775 1778 1789 1799 1809 1819 1826 1832 1840 1842 1847 1852 1857 1863 1866 1870 1877 1881 1884 1886 1888 1888 1891 1892 1893 1893 1894 1895 1895 1895 1895 1896 1896 1896 1896 1896 1896 1896 1897 1898 1898 1898 1898 1899 1899 1899 1899 1899 1899 1899 1899 1899 1899 1899 1899 1899 1900 1900 1900 1900 1900 1900 1900 1900 1900 1900 1900 1900 1900 1900 1900 1900 1900 1900 1900 1900 1900 1900 1900 1900 1900 1900 1900 1900 1900 1900 1900 1900 1900 1900 1900 1900 1900 1900 1900 1900 1900 1900 1900 1900 1900 1900 1900 1900 1900 1900 1900 1900 1900 1900 1900 1900 1900 1900 1900 1900 1900 1900 1900 1900 1900 1900 1900 1900 1900 1900 1900 1900 1900 1900 1900 1900 1900 1900 1900 1900 1900 1900 1900 1900 1900 1900 1900 1900 1900 1900 1900 1900 1900 1900 1900 1900 1900 1900 1900 1900 1900 1900 1900 1900 1900 1900 1900 1900 1900 1900 1900 1900 1900 1900 1900 1900 1900 1900 1900 1900 1900 1900 1900 1900 1900 1900 1900 1900 1900 1900 1900 1900 1900 1900 1900 1900 1900 1909 1909 1909 1912 1912 1912 1912 1912 1912 1912 1912 1912 1912 1912 1912 1912 1912 1912 1912 1912 1912 1917 1917 1917 1917 1917 1917 1917 1917 1917 1917 1917 1917 1917 1917 1917 1917 1917 1917 1917 1917 1917 1917 1917 1917 1917 1917 1917 1917 1917 1917 1917 1917 1917 1917 1917 1917 1917 1917 1917 1917 1917 1917 1917 1917 1917 1917 1917 1917 1917 1917 1917 1917 1917 1917 1917 1917 1917 1917 1917 1917 1917 1917 1917 1917 1917 1917 1917 1917 1917 1917 1917 1917
In [24]:
covid_recovered.head()
Out[24]:
Province/State Country/Region Lat Long 1/22/20 1/23/20 1/24/20 1/25/20 1/26/20 1/27/20 1/28/20 1/29/20 1/30/20 1/31/20 2/1/20 2/2/20 2/3/20 2/4/20 2/5/20 2/6/20 2/7/20 2/8/20 2/9/20 2/10/20 2/11/20 2/12/20 2/13/20 2/14/20 2/15/20 2/16/20 2/17/20 2/18/20 2/19/20 2/20/20 2/21/20 2/22/20 2/23/20 2/24/20 2/25/20 2/26/20 2/27/20 2/28/20 2/29/20 3/1/20 3/2/20 3/3/20 3/4/20 3/5/20 3/6/20 3/7/20 3/8/20 3/9/20 3/10/20 3/11/20 3/12/20 3/13/20 3/14/20 3/15/20 3/16/20 3/17/20 3/18/20 3/19/20 3/20/20 3/21/20 3/22/20 3/23/20 3/24/20 3/25/20 3/26/20 3/27/20 3/28/20 3/29/20 3/30/20 3/31/20 4/1/20 4/2/20 4/3/20 4/4/20 4/5/20 4/6/20 4/7/20 4/8/20 4/9/20 4/10/20 4/11/20 4/12/20 4/13/20 4/14/20 4/15/20 4/16/20 4/17/20 4/18/20 4/19/20 4/20/20 4/21/20 4/22/20 4/23/20 4/24/20 4/25/20 4/26/20 4/27/20 4/28/20 4/29/20 4/30/20 5/1/20 5/2/20 5/3/20 5/4/20 5/5/20 5/6/20 5/7/20 5/8/20 5/9/20 5/10/20 5/11/20 5/12/20 5/13/20 5/14/20 5/15/20 5/16/20 5/17/20 5/18/20 5/19/20 5/20/20 5/21/20 5/22/20 5/23/20 5/24/20 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0 NaN Afghanistan 33.93911 67.709953 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 2 2 2 2 2 2 5 5 10 10 10 15 18 18 29 32 32 32 32 32 40 43 54 99 112 131 135 150 166 179 188 188 207 220 228 252 260 310 331 345 397 421 458 468 472 502 558 558 610 648 691 745 745 778 801 850 930 938 996 1040 1075 1097 1128 1138 1209 1259 1303 1328 1428 1450 1522 1585 1762 1830 1875 2171 2651 3013 3326 3928 4201 4725 5164 5508 6158 7660 7962 8292 8764 8841 9260 9869 10174 10306 10674 12604 13934 14131 15651 16041 17331 19164 19366 20103 20179 20700 20847 20882 21135 21216 21254 21454 22456 22824 23151 23273 23634 23741 23741 23924 24550 24602 24793 25180 25198 25358 25389 25471 25509 25509 25510 25669 25669 25742 25840 25903 25960 25960 26228 26415 26694 26714 26714 27166 27166 27166 27166 27166 27681 28016 28016 28180 28360 28440 29042 29046 29059 29063 29089 29089 29231 29315 29390 29713 30082 30537 30557 30715 31048 31129 31154 31234 31638 32073 32098 32503 32505 32576 32576 32576 32576 32576 32610 32619 32619 32635 32642 32642 32746 32789 32842 32842 32842 32852 32879 32977 33045 33058 33058 33064 33114 33118 33308 33354 33447 33516 33561 33614 33760 33790 33824 33831 34010 34023 34129 34150 34217 34237 34239 34258 34321 34326 34342 34355 34362 34440 34440 34446 34458 34721 34954 34967 35024 35036 35067 35092 35137 35160 35295 35350 35370 35422 35934 35976 36122 36145 36232 36295 36709 36716 36831 36946 37218 37260 37260 37393 37685 37879 37920 38032 38099 38141 38200 38250 38252 38336 38475 38505 38540 38613 39006 39508 39585 39692 40359 40444 40784 41096 41441 41543 41612 41727 41727 41727 41727 42530 42666 42666 43291 43440 43740 43948 44137 44608 44850 45298 45434 45465 45868 46359 46554 46759 46887 46912 46943 47298 47365 47459 47549 47583 47606 47609 47679 47723 47798 47982 47995 48018 48027 48041 48042 48109 48133 48279 48390 48392 48395 48433 48514 48626 48798 48803 48820 48834 48895 48967 49086 49281 49285 49288 49333 49344 49347 49359 49362 49362 49369 49378 49402 49409 49499 49499 49499 49471 49477 49481 49499 49536 49664 49681 49681 49737 49743 49752 49802 49937 49994 49994 50013 50666 51473 51550 51788 51798 51802 51885 51902 51928 51940 51956 51961 51962 51989 52005 52013 52022 52083 52105 52116 52168 52244 52272 52301 52348 52363 52392 52489 52520 52794 52974 53103 53206 53272 53391 53391 53694 53750 53961 54019 54040 54222 54382 54503 54534 54619 54634 54663 54686 55010 55118 55529 55687 55790 55889 56035 56295 56518 56711 56962 57119 57281 57450 57629 57741 57963 58070 58144 58265 58622 58998 59569 59871 60280 60598 60939 61410 61706 61820 62397 62698 63426 63875 64401 65071 65565 66102 66799 67183 67483 68288 69205 70016 71012 71924 72700 73635 74480 75314 76218 77280 78521 79446 80226 81077 82586 82586 82586 82586 82586 82586 82586 82586 82586 82586 82586 82586 82586 82586 82586 82586 82586 82586 82586 82586 82586 82586 82586 82586 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
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2 NaN Algeria 28.03390 1.659600 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 8 8 12 12 12 12 12 32 32 32 65 65 24 65 29 29 31 31 37 46 61 61 62 90 90 90 113 237 347 405 460 591 601 691 708 783 846 894 1047 1099 1152 1204 1355 1408 1479 1508 1558 1651 1702 1779 1821 1872 1936 1998 2067 2197 2323 2467 2546 2678 2841 2998 3058 3158 3271 3409 3507 3625 3746 3968 4062 4256 4426 4784 4747 4918 5129 5277 5422 5549 5748 5894 6067 6218 6297 6453 6631 6717 6799 6951 7074 7255 7322 7420 7606 7735 7842 7943 8078 8196 8324 8422 8559 8674 8792 8920 9066 9202 9371 9674 9897 10040 10342 10832 11181 11492 11884 12094 12329 12637 13124 13124 13743 14019 14295 14792 15107 15430 15744 16051 16400 16646 16983 17369 17369 18076 18088 18837 19233 19592 20082 20537 20988 21419 21901 22375 22802 23238 23667 24083 24506 24920 25263 25627 26004 26308 26644 27017 27347 27653 27971 28281 28587 28874 29142 29369 29587 29886 30157 30436 30717 30978 31244 31493 31746 32006 32259 32481 32745 32985 33183 33379 33562 33723 33875 34037 34204 34385 34517 34675 34818 34923 35047 35180 35307 35428 35544 35654 35756 35860 35962 36063 36174 36282 36385 36482 36578 36672 36763 36857 36958 37067 37170 37170 37382 37492 37603 37603 37856 37971 38088 38215 38346 38482 38618 38788 38932 39095 39273 39444 39635 39635 40014 40201 40395 40577 40577 41001 41244 41510 41783 42037 42325 42626 42980 42980 43779 44199 44633 45148 45148 46326 46962 47581 48183 48794 49421 50070 50712 51334 51946 52568 53204 53809 54405 54990 55538 56079 56617 57146 57648 58146 58146 59135 59590 60028 60457 60888 61307 61700 62089 62487 62869 63260 63644 64020 64401 64777 65144 65505 65862 66214 66550 66855 67127 67395 67611 67808 67999 68185 68383 68589 68802 69011 69212 69403 69608 69791 69992 70188 70373 70554 70747 70933 71127 71343 71552 71755 71945 72143 72336 72538 72745 72956 73152 73344 73530 73732 73940 74136 74330 74330 74692 74871 75057 75243 75436 75628 75816 75999 76168 76330 76489 76640 76797 76940 77076 77225 77382 77537 77683 77842 77976 78098 78234 78377 78524 78672 78824 78946 79064 79187 79319 79428 79556 79672 79783 79887 79994 80103 80219 80347 80455 80566 80659 80887 80981 81065 81065 81160 81242 81316 81349 81442 81538 81632 81729 81813 81896 81994 82096 82192 82289 82392 82493 82600 82704 82813 82929 83048 83169 83286 83397 83514 83636 83765 83900 84038 84167 84299 84440 84598 84745 84940 85108 85249 85398 85534 85693 85869 86007 86149 86280 86420 86554 86703 86857 87003 87137 87251 87359 87476 87609 87746 87902 88066 88208 88346 88497 88672 88861 89040 89232 89419 89625 89839 90057 90281 90517 90767 90995 91198 91413 91651 91894 92132 92384 92620 92852 93094 93355 93586 93831 94093 94336 94571 94822 95084 95331 95599 95878 96108 96335 96572 96815 97089 97380 97701 98031 98387 98748 99101 99510 99931 100383 100911 101430 102010 102594 103192 103809 104397 104992 105604 106337 107041 107776 108537 109349 109951 110577 111322 112050 112900 113707 114531 115276 116009 116770 117557 118409 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
3 NaN Andorra 42.50630 1.521800 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 10 10 10 10 16 21 26 31 39 52 58 71 71 128 128 128 169 169 191 205 235 248 282 309 333 344 344 344 385 398 423 468 468 472 493 499 514 521 526 537 545 550 550 568 576 596 604 615 617 624 628 639 639 652 653 653 663 676 676 681 684 692 694 698 733 735 738 741 741 744 751 757 759 780 781 781 781 789 789 791 792 792 792 792 796 797 797 797 799 799 799 799 799 799 800 800 800 800 800 800 802 802 803 803 803 803 803 803 803 803 803 803 803 803 803 803 803 803 803 803 803 804 806 807 807 807 821 825 825 828 839 839 839 839 839 855 858 863 863 863 869 869 875 875 875 875 875 877 877 893 893 902 902 902 908 908 909 909 928 928 928 934 934 938 938 943 943 943 945 945 1054 1054 1164 1164 1164 1199 1199 1203 1203 1263 1263 1263 1265 1265 1432 1432 1540 1540 1540 1615 1615 1715 1715 1814 1814 1814 1928 1928 2011 2011 2057 2057 2057 2273 2273 2470 2470 2729 2729 2729 2957 3029 3144 3260 3377 3475 3475 3548 3627 3734 3858 3858 4043 4248 4332 4405 4488 4585 4675 4675 4747 4830 4965 5055 5127 5239 5290 5358 5405 5503 5542 5649 5710 5710 5794 5873 5940 5988 6066 6130 6171 6238 6293 6367 6452 6505 6598 6629 6629 6706 6706 6819 6875 6919 6963 6997 7028 7073 7106 7171 7203 7252 7288 7318 7360 7384 7432 7463 7463 7517 7548 7585 7615 7615 7724 7724 7724 7724 7930 8070 8091 8116 8116 8154 8154 8349 8399 8474 8537 8588 8652 8724 8774 8851 8942 8986 9045 9093 9206 9252 9313 9395 9444 9492 9533 9610 9674 9732 9781 9833 9868 9911 9965 10022 10066 10101 10146 10170 10206 10245 10285 10319 10356 10394 10429 10446 10475 10501 10560 10564 10584 10599 10626 10661 10685 10708 10708 10754 10775 10796 10795 10861 10883 10904 10925 10952 10973 11014 11050 11082 11111 11149 11172 11204 11244 11276 11315 11365 11401 11428 11474 11523 11570 11616 11692 11732 11770 11825 11890 11932 11989 11989 12105 12159 12203 12203 12285 12334 12375 12423 12458 12491 12519 12561 12590 12650 12684 12684 12753 12793 12818 12884 12900 12936 12962 12995 13021 13070 13104 13104 13155 13155 13155 13211 13234 13234 13234 13234 13234 13234 13234 13263 13381 13405 13416 13416 13416 13458 13479 13507 13527 13527 13527 13527 13557 13557 13569 13578 13591 13591 13591 13618 13626 13633 13640 13650 13650 13650 13665 13665 13688 13694 13697 13697 13697 13697 13717 13720 13721 13721 13721 13721 13721 13752 13757 13760 13770 13770 13770 13787 13796 13796 13829 13844 13844 13844 13897 13930 13930 13988 13988 13988 13988 14077 14113 14113 14180 14210 14210 14210 14296 14348 14380 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
4 NaN Angola -11.20270 17.873900 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 2 2 2 2 2 2 2 4 4 4 5 5 5 5 6 6 6 6 6 6 6 6 6 6 6 7 7 11 11 11 11 11 11 11 11 13 13 13 13 14 14 17 17 17 17 17 17 17 17 18 18 18 18 18 18 18 18 18 18 18 18 18 21 24 24 38 38 40 41 42 61 61 64 64 64 64 66 66 77 77 77 77 81 81 81 81 93 93 97 97 107 108 108 108 117 117 117 117 118 118 118 118 124 124 199 210 221 221 221 221 236 241 242 242 242 266 301 395 437 460 461 476 503 506 520 544 564 567 569 575 577 577 584 628 628 632 667 698 742 804 814 818 877 977 977 1335 1028 1041 1063 1071 1084 1115 1144 1167 1192 1198 1215 1215 1245 1277 1288 1289 1301 1324 1332 1401 1405 1443 1445 1445 1449 1462 1473 1503 1554 1639 1707 1813 1833 1941 2082 2215 2436 2577 2591 2598 2598 2635 2685 2716 2743 2744 2761 2801 2928 3012 3022 3030 3031 3037 3040 3305 3384 3461 3508 3530 3647 3693 3736 4107 4523 4920 5172 5230 5266 5350 5626 5647 5899 5927 6036 6125 6250 6326 6345 6444 6523 6582 6623 7062 7117 7273 7346 7351 7444 7517 7617 7697 7763 7763 7851 7932 8139 8244 8299 8335 8338 8353 8470 8579 8679 8798 8841 8898 8924 8990 9194 9266 9345 9518 9592 9695 9729 9729 9729 9921 9976 10354 10354 10627 10859 11044 11146 11189 11223 11266 11376 11477 11955 12712 13205 13872 14825 15512 15631 16008 16120 16225 16347 16677 16822 16921 17176 17223 17249 17266 17327 17388 17602 17692 17918 18015 18035 18180 18232 18335 18381 18431 18475 18540 18596 18623 18687 18710 18786 18790 18795 18884 18929 18951 18972 18991 19005 19013 19190 19207 19221 19238 19307 19315 19322 19400 19410 19509 19553 19624 19640 19647 19657 19677 19761 19827 19835 19848 19850 19948 19971 20028 20032 20065 20068 20073 20090 20099 20172 20190 20250 20269 20289 20380 20446 20493 20508 20867 20871 20879 21452 21489 21545 21557 21589 21890 22058 22093 22115 22144 22175 22203 22576 22597 22600 22647 22882 22901 23089 23092 23092 23288 23341 23584 23606 23876 23913 23913 24190 24190 24492 24503 24698 24713 24717 24772 25145 25187 25629 25650 25703 25715 25995 26013 26458 26483 26513 26775 26778 27087 27204 27467 27529 27577 27646 27766 28079 28190 28264 28646 28802 28866 28880 29329 29368 29553 29960 30101 30207 30282 30359 30775 31003 31105 31569 31589 31676 31782 32003 32322 32340 32605 32696 32791 32819 33079 33242 33271 33375 33514 33669 33739 34019 34047 34100 34169 34298 34327 34357 34500 34584 34620 34724 34732 34755 34790 34857 34893 35082 35284 35423 35474 35686 35742 35964 36025 36708 37255 37397 38360 39389 39582 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
In [25]:
list_info= [covid_deaths, covid_recovered, covid_confirmed]
for i in list_info:
    i.info()
    print()
<class 'pandas.core.frame.DataFrame'>
RangeIndex: 289 entries, 0 to 288
Columns: 1002 entries, Province/State to 10/15/22
dtypes: float64(2), int64(998), object(2)
memory usage: 2.2+ MB

<class 'pandas.core.frame.DataFrame'>
RangeIndex: 274 entries, 0 to 273
Columns: 1002 entries, Province/State to 10/15/22
dtypes: float64(2), int64(998), object(2)
memory usage: 2.1+ MB

<class 'pandas.core.frame.DataFrame'>
RangeIndex: 289 entries, 0 to 288
Columns: 1002 entries, Province/State to 10/15/22
dtypes: float64(2), int64(998), object(2)
memory usage: 2.2+ MB

C - External Data¶

  • Save the external data to a DataFrame
  • External Data includes but not limited to: covid_external.csv, Budget data.csv, RealGDP.csv
In [26]:
covid_external= pd.read_csv('./External_Data/covid_external.csv')
In [27]:
budget_data=pd.read_csv('./External_Data/Budget data.csv')

Task 2 - View the data¶

Obtain basic information about the data using the head() and info() method.

In [28]:
covid_external.head()
Out[28]:
states region Population Overall CCVI Index Age Epidemiological Fragility Health System Population Density Socio-Economic Transport Availability Acute IHR
0 FCT North Central 4865000 0.3 0.0 0.9 0.4 0.6 0.9 0.6 0.2 0.79
1 Plateau North Central 4766000 0.4 0.5 0.4 0.8 0.3 0.3 0.5 0.3 0.93
2 Kwara North Central 3524000 0.3 0.4 0.3 0.2 0.4 0.2 0.6 0.7 0.93
3 Nassarawa North Central 2783000 0.1 0.3 0.5 0.9 0.0 0.1 0.6 0.5 0.85
4 Niger North Central 6260000 0.6 0.0 0.6 0.3 0.7 0.1 0.8 0.8 0.84
In [29]:
covid_external.shape
Out[29]:
(37, 12)
In [30]:
covid_external.info()
<class 'pandas.core.frame.DataFrame'>
RangeIndex: 37 entries, 0 to 36
Data columns (total 12 columns):
 #   Column                   Non-Null Count  Dtype  
---  ------                   --------------  -----  
 0   states                   37 non-null     object 
 1   region                   37 non-null     object 
 2   Population               37 non-null     int64  
 3   Overall CCVI Index       37 non-null     float64
 4   Age                      37 non-null     float64
 5   Epidemiological          37 non-null     float64
 6   Fragility                37 non-null     float64
 7   Health System            37 non-null     float64
 8   Population Density       37 non-null     float64
 9   Socio-Economic           37 non-null     float64
 10   Transport Availability  37 non-null     float64
 11  Acute IHR                37 non-null     float64
dtypes: float64(9), int64(1), object(2)
memory usage: 3.6+ KB
In [31]:
budget_data.head()
Out[31]:
states Initial_budget (Bn) Revised_budget (Bn)
0 Abia 136.60 102.70
1 Adamawa 183.30 139.31
2 Akwa-Ibom 597.73 366.00
3 Anambra 137.10 112.80
4 Bauchi 167.20 128.00

Task 3 - Data Cleaning and Preparation¶

TODO A - Clean the scraped data

In [32]:
data.columns
Out[32]:
Index(['states', 'lab_confirmed_cases', 'cases_on_admission', 'discharged',
       'deaths'],
      dtype='object')
In [33]:
data.head()
Out[33]:
states lab_confirmed_cases cases_on_admission discharged deaths
0 Lagos 104,014 871 102,372 771
1 FCT 29,464 143 29,072 249
2 Rivers 18,044 89 17,800 155
3 Kaduna 11,576 11 11,476 89
4 Oyo 10,332 3 10,127 202
In [34]:
#Removing commas from numerical data
data=data.replace(',','', regex=True)
In [35]:
data.head()
Out[35]:
states lab_confirmed_cases cases_on_admission discharged deaths
0 Lagos 104014 871 102372 771
1 FCT 29464 143 29072 249
2 Rivers 18044 89 17800 155
3 Kaduna 11576 11 11476 89
4 Oyo 10332 3 10127 202
In [36]:
#Checking for null values
data.isnull().sum()
Out[36]:
states                 0
lab_confirmed_cases    0
cases_on_admission     0
discharged             0
deaths                 0
dtype: int64
In [37]:
#Converting the numerical data to integers
str_to_int= ['lab_confirmed_cases','cases_on_admission', 'discharged', 'deaths' ]
for i in str_to_int:
    data[i]= data[i].astype('int64')
    
In [38]:
data.info()
<class 'pandas.core.frame.DataFrame'>
RangeIndex: 37 entries, 0 to 36
Data columns (total 5 columns):
 #   Column               Non-Null Count  Dtype 
---  ------               --------------  ----- 
 0   states               37 non-null     object
 1   lab_confirmed_cases  37 non-null     int64 
 2   cases_on_admission   37 non-null     int64 
 3   discharged           37 non-null     int64 
 4   deaths               37 non-null     int64 
dtypes: int64(4), object(1)
memory usage: 1.6+ KB

Checking for variation in state names for the two data sets.¶

In [39]:
np.setdiff1d(data['states'], covid_external['states'])
Out[39]:
array(['Cross River', 'Nasarawa'], dtype=object)
In [40]:
np.setdiff1d(covid_external['states'], data['states'])
Out[40]:
array(['Cross river', 'Nassarawa'], dtype=object)
In [41]:
covid_external=covid_external.replace('Cross river', 'Cross River') #Replacing values
In [42]:
data=data.replace('Nasarawa','Nassarawa')

Getting Daily data for Deaths, Confirmed and Recovered Cases in Nigeria¶

In [43]:
list_data= [covid_deaths, covid_recovered, covid_confirmed]
In [44]:
Daily_Data=[i[i['Country/Region']=='Nigeria'] for i in list_data]
# for i in list1:
#     a=i[i['Country/Region']=='Nigeria']
#     Daily_Data.append(a)
In [45]:
nigeria_timeseries= pd.concat(Daily_Data, axis=0)
nigeria_timeseries
Out[45]:
Province/State Country/Region Lat Long 1/22/20 1/23/20 1/24/20 1/25/20 1/26/20 1/27/20 1/28/20 1/29/20 1/30/20 1/31/20 2/1/20 2/2/20 2/3/20 2/4/20 2/5/20 2/6/20 2/7/20 2/8/20 2/9/20 2/10/20 2/11/20 2/12/20 2/13/20 2/14/20 2/15/20 2/16/20 2/17/20 2/18/20 2/19/20 2/20/20 2/21/20 2/22/20 2/23/20 2/24/20 2/25/20 2/26/20 2/27/20 2/28/20 2/29/20 3/1/20 3/2/20 3/3/20 3/4/20 3/5/20 3/6/20 3/7/20 3/8/20 3/9/20 3/10/20 3/11/20 3/12/20 3/13/20 3/14/20 3/15/20 3/16/20 3/17/20 3/18/20 3/19/20 3/20/20 3/21/20 3/22/20 3/23/20 3/24/20 3/25/20 3/26/20 3/27/20 3/28/20 3/29/20 3/30/20 3/31/20 4/1/20 4/2/20 4/3/20 4/4/20 4/5/20 4/6/20 4/7/20 4/8/20 4/9/20 4/10/20 4/11/20 4/12/20 4/13/20 4/14/20 4/15/20 4/16/20 4/17/20 4/18/20 4/19/20 4/20/20 4/21/20 4/22/20 4/23/20 4/24/20 4/25/20 4/26/20 4/27/20 4/28/20 4/29/20 4/30/20 5/1/20 5/2/20 5/3/20 5/4/20 5/5/20 5/6/20 5/7/20 5/8/20 5/9/20 5/10/20 5/11/20 5/12/20 5/13/20 5/14/20 5/15/20 5/16/20 5/17/20 5/18/20 5/19/20 5/20/20 5/21/20 5/22/20 5/23/20 5/24/20 5/25/20 5/26/20 5/27/20 5/28/20 5/29/20 5/30/20 5/31/20 6/1/20 6/2/20 6/3/20 6/4/20 6/5/20 6/6/20 6/7/20 6/8/20 6/9/20 6/10/20 6/11/20 6/12/20 6/13/20 6/14/20 6/15/20 6/16/20 6/17/20 6/18/20 6/19/20 6/20/20 6/21/20 6/22/20 6/23/20 6/24/20 6/25/20 6/26/20 6/27/20 6/28/20 6/29/20 6/30/20 7/1/20 7/2/20 7/3/20 7/4/20 7/5/20 7/6/20 7/7/20 7/8/20 7/9/20 7/10/20 7/11/20 7/12/20 7/13/20 7/14/20 7/15/20 7/16/20 7/17/20 7/18/20 7/19/20 7/20/20 7/21/20 7/22/20 7/23/20 7/24/20 7/25/20 7/26/20 7/27/20 7/28/20 7/29/20 7/30/20 7/31/20 8/1/20 8/2/20 8/3/20 8/4/20 8/5/20 8/6/20 8/7/20 8/8/20 8/9/20 8/10/20 8/11/20 8/12/20 8/13/20 8/14/20 8/15/20 8/16/20 8/17/20 8/18/20 8/19/20 8/20/20 8/21/20 8/22/20 8/23/20 8/24/20 8/25/20 8/26/20 8/27/20 8/28/20 8/29/20 8/30/20 8/31/20 9/1/20 9/2/20 9/3/20 9/4/20 9/5/20 9/6/20 9/7/20 9/8/20 9/9/20 9/10/20 9/11/20 9/12/20 9/13/20 9/14/20 9/15/20 9/16/20 9/17/20 9/18/20 9/19/20 9/20/20 9/21/20 9/22/20 9/23/20 9/24/20 9/25/20 9/26/20 9/27/20 9/28/20 9/29/20 9/30/20 10/1/20 10/2/20 10/3/20 10/4/20 10/5/20 10/6/20 10/7/20 10/8/20 10/9/20 10/10/20 10/11/20 10/12/20 10/13/20 10/14/20 10/15/20 10/16/20 10/17/20 10/18/20 10/19/20 10/20/20 10/21/20 10/22/20 10/23/20 10/24/20 10/25/20 10/26/20 10/27/20 10/28/20 10/29/20 10/30/20 10/31/20 11/1/20 11/2/20 11/3/20 11/4/20 11/5/20 11/6/20 11/7/20 11/8/20 11/9/20 11/10/20 11/11/20 11/12/20 11/13/20 11/14/20 11/15/20 11/16/20 11/17/20 11/18/20 11/19/20 11/20/20 11/21/20 11/22/20 11/23/20 11/24/20 11/25/20 11/26/20 11/27/20 11/28/20 11/29/20 11/30/20 12/1/20 12/2/20 12/3/20 12/4/20 12/5/20 12/6/20 12/7/20 12/8/20 12/9/20 12/10/20 12/11/20 12/12/20 12/13/20 12/14/20 12/15/20 12/16/20 12/17/20 12/18/20 12/19/20 12/20/20 12/21/20 12/22/20 12/23/20 12/24/20 12/25/20 12/26/20 12/27/20 12/28/20 12/29/20 12/30/20 12/31/20 1/1/21 1/2/21 1/3/21 1/4/21 1/5/21 1/6/21 1/7/21 1/8/21 1/9/21 1/10/21 1/11/21 1/12/21 1/13/21 1/14/21 1/15/21 1/16/21 1/17/21 1/18/21 1/19/21 1/20/21 1/21/21 1/22/21 1/23/21 1/24/21 1/25/21 1/26/21 1/27/21 1/28/21 1/29/21 1/30/21 1/31/21 2/1/21 2/2/21 2/3/21 2/4/21 2/5/21 2/6/21 2/7/21 2/8/21 2/9/21 2/10/21 2/11/21 2/12/21 2/13/21 2/14/21 2/15/21 2/16/21 2/17/21 2/18/21 2/19/21 2/20/21 2/21/21 2/22/21 2/23/21 2/24/21 2/25/21 2/26/21 2/27/21 2/28/21 3/1/21 3/2/21 3/3/21 3/4/21 3/5/21 3/6/21 3/7/21 3/8/21 3/9/21 3/10/21 3/11/21 3/12/21 3/13/21 3/14/21 3/15/21 3/16/21 3/17/21 3/18/21 3/19/21 3/20/21 3/21/21 3/22/21 3/23/21 3/24/21 3/25/21 3/26/21 3/27/21 3/28/21 3/29/21 3/30/21 3/31/21 4/1/21 4/2/21 4/3/21 4/4/21 4/5/21 4/6/21 4/7/21 4/8/21 4/9/21 4/10/21 4/11/21 4/12/21 4/13/21 4/14/21 4/15/21 4/16/21 4/17/21 4/18/21 4/19/21 4/20/21 4/21/21 4/22/21 4/23/21 4/24/21 4/25/21 4/26/21 4/27/21 4/28/21 4/29/21 4/30/21 5/1/21 5/2/21 5/3/21 5/4/21 5/5/21 5/6/21 5/7/21 5/8/21 5/9/21 5/10/21 5/11/21 5/12/21 5/13/21 5/14/21 5/15/21 5/16/21 5/17/21 5/18/21 5/19/21 5/20/21 5/21/21 5/22/21 5/23/21 5/24/21 5/25/21 5/26/21 5/27/21 5/28/21 5/29/21 5/30/21 5/31/21 6/1/21 6/2/21 6/3/21 6/4/21 6/5/21 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6/17/22 6/18/22 6/19/22 6/20/22 6/21/22 6/22/22 6/23/22 6/24/22 6/25/22 6/26/22 6/27/22 6/28/22 6/29/22 6/30/22 7/1/22 7/2/22 7/3/22 7/4/22 7/5/22 7/6/22 7/7/22 7/8/22 7/9/22 7/10/22 7/11/22 7/12/22 7/13/22 7/14/22 7/15/22 7/16/22 7/17/22 7/18/22 7/19/22 7/20/22 7/21/22 7/22/22 7/23/22 7/24/22 7/25/22 7/26/22 7/27/22 7/28/22 7/29/22 7/30/22 7/31/22 8/1/22 8/2/22 8/3/22 8/4/22 8/5/22 8/6/22 8/7/22 8/8/22 8/9/22 8/10/22 8/11/22 8/12/22 8/13/22 8/14/22 8/15/22 8/16/22 8/17/22 8/18/22 8/19/22 8/20/22 8/21/22 8/22/22 8/23/22 8/24/22 8/25/22 8/26/22 8/27/22 8/28/22 8/29/22 8/30/22 8/31/22 9/1/22 9/2/22 9/3/22 9/4/22 9/5/22 9/6/22 9/7/22 9/8/22 9/9/22 9/10/22 9/11/22 9/12/22 9/13/22 9/14/22 9/15/22 9/16/22 9/17/22 9/18/22 9/19/22 9/20/22 9/21/22 9/22/22 9/23/22 9/24/22 9/25/22 9/26/22 9/27/22 9/28/22 9/29/22 9/30/22 10/1/22 10/2/22 10/3/22 10/4/22 10/5/22 10/6/22 10/7/22 10/8/22 10/9/22 10/10/22 10/11/22 10/12/22 10/13/22 10/14/22 10/15/22
206 NaN Nigeria 9.082 8.6753 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 2 2 2 2 4 4 5 5 6 6 7 7 10 10 10 11 12 13 17 19 21 22 22 28 31 32 35 40 40 44 51 58 68 85 87 93 98 103 107 117 128 143 150 158 164 167 171 176 182 191 192 200 211 221 221 226 233 249 254 259 261 273 287 299 314 315 323 333 342 354 361 365 382 387 399 407 420 424 455 469 475 487 506 518 525 533 542 549 554 558 565 573 590 603 616 628 634 645 654 669 684 689 709 724 740 744 754 760 769 772 778 789 801 805 813 833 845 856 858 860 868 873 878 879 883 888 896 910 927 930 936 942 945 950 956 956 966 973 974 975 977 981 985 992 996 997 1002 1004 1007 1010 1011 1011 1011 1013 1013 1023 1027 1048 1051 1054 1057 1061 1067 1070 1075 1076 1078 1082 1083 1088 1091 1093 1094 1095 1098 1100 1100 1102 1102 1103 1106 1108 1111 1111 1112 1112 1112 1113 1113 1113 1113 1113 1113 1113 1115 1115 1115 1116 1116 1116 1119 1123 1125 1125 1125 1125 1127 1129 1129 1130 1132 1135 1139 1141 1144 1144 1146 1147 1151 1155 1155 1155 1155 1154 1158 1160 1162 1162 1163 1163 1163 1163 1163 1163 1165 1165 1166 1167 1168 1169 1169 1169 1171 1171 1173 1173 1176 1177 1179 1179 1180 1180 1181 1182 1184 1190 1190 1194 1197 1197 1200 1200 1201 1212 1218 1221 1227 1231 1236 1242 1246 1247 1254 1264 1267 1278 1289 1294 1302 1311 1318 1319 1324 1330 1342 1350 1358 1361 1373 1382 1405 1413 1420 1435 1449 1464 1478 1485 1490 1502 1504 1507 1522 1543 1547 1577 1578 1586 1607 1613 1618 1632 1641 1647 1667 1673 1694 1702 1710 1734 1747 1752 1761 1777 1787 1803 1813 1831 1839 1862 1874 1885 1891 1902 1905 1907 1915 1923 1939 1951 1954 1964 1969 1982 1988 1993 2001 2009 2013 2013 2016 2018 2027 2027 2027 2030 2030 2030 2031 2031 2036 2039 2041 2048 2049 2056 2057 2058 2058 2058 2058 2058 2058 2058 2058 2059 2060 2060 2061 2061 2061 2061 2061 2061 2061 2061 2061 2061 2061 2061 2061 2062 2062 2063 2063 2063 2063 2063 2063 2063 2063 2065 2065 2065 2065 2065 2065 2065 2066 2066 2066 2066 2066 2067 2067 2067 2067 2067 2067 2067 2067 2071 2071 2071 2071 2071 2071 2099 2099 2099 2117 2117 2117 2117 2117 2117 2117 2117 2117 2117 2117 2117 2117 2117 2117 2117 2117 2117 2118 2118 2118 2118 2119 2119 2119 2119 2120 2120 2121 2121 2121 2121 2122 2122 2122 2122 2122 2122 2124 2124 2125 2125 2126 2126 2126 2127 2128 2128 2128 2130 2130 2132 2132 2134 2134 2139 2141 2149 2149 2149 2160 2163 2167 2178 2181 2185 2187 2192 2194 2195 2200 2211 2219 2219 2223 2229 2229 2244 2247 2247 2268 2276 2281 2288 2298 2308 2361 2454 2455 2469 2480 2488 2495 2522 2552 2556 2573 2578 2585 2588 2590 2598 2619 2637 2640 2640 2649 2654 2655 2661 2664 2666 2668 2671 2673 2677 2690 2695 2701 2721 2724 2724 2724 2724 2731 2731 2742 2743 2745 2747 2756 2756 2761 2761 2769 2804 2837 2838 2838 2840 2850 2855 2856 2882 2884 2884 2886 2892 2895 2895 2896 2898 2899 2900 2902 2902 2905 2906 2906 2914 2922 2933 2949 2960 2968 2968 2968 2973 2973 2973 2973 2974 2974 2974 2974 2975 2975 2975 2975 2976 2977 2978 2978 2980 2980 2980 2980 2980 2980 2980 2981 2981 2981 2981 2983 2983 2983 2984 2984 2984 2985 2985 2991 2991 2993 3014 3022 3024 3027 3030 3030 3030 3033 3033 3045 3053 3058 3066 3070 3071 3077 3085 3086 3092 3092 3092 3095 3103 3110 3116 3117 3117 3124 3124 3124 3126 3133 3134 3134 3134 3135 3135 3136 3136 3136 3136 3136 3139 3139 3139 3139 3139 3139 3139 3141 3141 3141 3141 3141 3141 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3148 3148 3148 3148 3144 3144 3144 3144 3144 3144 3144 3144 3144 3144 3144 3144 3144 3144 3144 3144 3144 3144 3144 3144 3144 3144 3144 3144 3144 3144 3144 3144 3144 3144 3144 3144 3144 3144 3144 3144 3144 3144 3144 3146 3146 3146 3146 3147 3147 3147 3147 3147 3147 3147 3147 3147 3147 3147 3147 3147 3147 3147 3147 3147 3147 3147 3147 3147 3147 3147 3147 3147 3147 3147 3147 3147 3147 3147 3148 3148 3148 3148 3148 3148 3148 3148 3148 3148 3148 3148 3148 3148 3148 3148 3154 3154 3154 3154 3154 3155 3155 3155 3155 3155 3155 3155 3155 3155 3155 3155 3155 3155 3155 3155 3155 3155 3155 3155 3155 3155 3155 3155 3155 3155 3155 3155 3155 3155 3155 3155 3155 3155
191 NaN Nigeria 9.082 8.6753 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 2 2 2 2 2 3 3 3 8 8 9 20 25 25 33 35 44 44 51 58 70 85 91 99 128 152 159 166 170 188 188 197 197 208 222 239 255 255 307 319 351 351 400 417 481 534 601 679 745 778 902 959 1070 1180 1320 1472 1594 1644 1734 1840 1907 2007 2174 2263 2311 2385 2501 2592 2697 2856 3007 3122 3240 3329 3535 3696 3826 3959 4040 4206 4351 4494 4891 5101 5220 5349 5623 5967 6307 6581 6718 6879 7109 7338 7613 7822 8253 8625 9007 9402 9746 10152 10801 11069 11462 11665 11828 12108 12373 12546 12795 13103 13447 13671 13792 13999 14292 14633 14938 15105 15333 15677 15815 16061 16559 16948 17374 18203 18764 19004 19270 19565 20087 20308 20663 31851 32165 32430 32637 33044 33186 33346 33609 33943 34309 35998 36290 36497 36834 37051 37304 37569 37885 38767 38945 39257 39964 40281 40726 41017 41314 41513 41638 42010 42439 42627 42816 42922 43013 43231 43334 43610 43810 43998 44088 44152 44337 44430 47872 48092 48305 48431 48569 48674 48836 48985 49098 49606 49722 49794 49895 49937 50358 50452 50593 50718 50768 50951 51308 51403 51551 51614 51711 51735 51943 52006 52143 52194 52304 56557 56611 56697 56797 56880 56985 57190 57285 57465 57571 57916 58095 58249 58430 58675 58790 59328 59634 59675 59748 59844 59884 59910 60069 60333 60737 60790 60936 61029 61073 61162 61337 61457 61573 61782 61884 62076 62241 62311 62493 62585 62686 62819 63055 63282 63430 63839 64291 64467 64650 64774 64947 65110 65242 65474 65722 65850 66090 66314 66494 66775 67110 67484 67784 68303 68493 68879 69274 69651 70248 70495 71034 71357 71937 73322 73713 74373 74789 75044 75699 76396 77299 77982 78552 79417 80030 80491 81574 82555 83830 84535 85367 89317 89939 91200 92336 93646 94130 95901 97228 98359 99276 100365 100853 102780 103712 104989 106275 107551 108657 110449 111639 112557 113525 114635 115755 116947 118012 118866 120399 120838 123009 124483 125722 126417 127524 128005 128619 129300 129943 130818 131699 132544 133256 133768 133904 134551 135812 136335 137025 137645 137890 138502 139056 139983 142404 144059 144714 145399 145752 146072 146395 146890 147581 147775 147899 148125 148530 148726 149882 149986 150205 150308 150466 151532 151648 151708 151835 151853 151998 152045 153630 153788 154005 154073 154098 154107 154177 154225 154270 154285 154304 154325 154332 154384 154406 154441 154578 154643 154687 154926 154963 155012 155021 155041 155101 155101 155109 155371 155371 155403 155424 155454 156250 156297 156318 156358 156374 156387 156399 156412 156413 156415 156415 156456 156459 156462 156468 156476 156492 156528 156529 156535 156546 156557 156558 158781 159935 159946 162521 162584 162994 163096 163190 163259 163331 163331 163430 163436 163463 163469 163483 163528 163535 163540 163550 163557 163797 163913 163917 163933 163937 163946 163949 163984 163985 164244 164273 164369 164378 164382 164400 164405 164408 164415 164423 164431 164439 164476 164623 164652 164662 164666 164672 164699 164720 164733 164733 164772 164772 164788 164789 164798 164837 164886 164930 164978 164994 165005 165037 165122 165208 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
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53727 53865 54008 54247 54463 54588 54743 54905 55005 55160 55456 55632 55829 56017 56177 56256 56388 56478 56604 56735 56956 57145 57242 57437 57613 57724 57849 58062 58198 58324 58460 58647 58848 59001 59127 59287 59345 59465 59583 59738 59841 59992 60103 60266 60430 60655 60834 60982 61194 61307 61440 61558 61630 61667 61805 61882 61930 61992 62111 62224 62371 62521 62691 62853 62964 63036 63173 63328 63508 63731 63790 64090 64184 64336 64516 64728 64884 64996 65148 65305 65457 65693 65839 65982 66228 66383 66439 66607 66805 66974 67220 67330 67412 67557 67838 67960 68303 68627 68937 69255 69645 70195 70669 71344 72140 72757 73175 73374 74132 75062 76207 77013 77933 78434 78790 79789 80922 81963 82747 83576 84414 84811 85560 86576 87607 88587 89163 90080 91351 92705 94369 95934 97478 99063 100087 101331 102601 103999 105478 107345 108943 110387 112004 113305 114691 116655 118138 120602 121566 122996 124299 126160 127024 128674 130557 131242 131918 133552 134690 136030 137654 139242 139748 140391 141447 142578 143516 144521 145664 146184 146928 148296 149369 150246 150908 151553 152074 152616 153187 153842 154476 155076 155417 155657 156017 156496 156960 157671 158042 158237 158506 158906 159252 159646 159933 160332 160537 160657 160895 161074 161261 161409 161539 161651 161737 161868 162076 162178 162275 162388 162489 162593 162641 162762 162891 162997 163063 163113 163195 163330 163388 163498 163581 163652 163736 163799 163837 163911 164000 164080 164147 164207 164233 164303 164423 164488 164588 164633 164684 164719 164756 164912 164993 165055 165110 165110 165153 165199 165215 165273 165301 165340 165370 165419 165468 165515 165559 165612 165661 165702 165709 165778 165778 165852 165901 165944 165979 166019 166061 166098 166146 166191 166254 166285 166315 166518 166534 166560 166682 166730 166756 166767 166816 166918 166982 166982 167051 167059 167066 167078 167095 167103 167142 167155 167206 167206 167292 167331 167375 167401 167430 167465 167467 167532 167543 167618 167692 167732 167803 167859 167909 168000 168110 168256 168442 168540 168552 168713 168867 168915 169074 169206 169329 169532 169678 169884 169884 170306 170306 170895 171111 171324 171728 172263 172821 173411 173908 174315 174759 175264 176011 176577 177142 177615 178086 178508 179118 179908 180661 181297 181962 182503 183087 183444 183444 185267 185571 185571 187023 187588 188243 188880 189715 190333 190983 191345 191805 192431 193013 193644 194088 195052 195511 195890 196487 197046 197773 198239 198786 199151 199538 200057 200356 200356 201294 201630 201798 202191 202704 203081 203514 203991 204201 204456 204752 205047 205484 205779 205940 206064 206138 206279 206561 206561 207167 207479 207618 207694 207978 207979 208404 208404 208797 209173 209298 209387 209546 209713 209960 210136 210295 210460 211171 211330 211496 211678 211798 211887 211961 212051 212150 212359 212446 212511 212627 212713 212765 212829 212894 212947 213076 213127 213147 213177 213177 213403 213464 213487 213532 213589 213589 213677 213677 213883 213883 213924 213982 214113 214218 214270 214270 214513 214567 214622 214789 214896 215164 215164 216451 217063 217481 217481 218596 220020 221071 222655 222655 223483 225255 225255 231413 233353 234709 236014 237561 238420 239019 240387 241513 241513 242877 242877 244120 244548 245404 246195 247009 247775 248312 248732 249154 249586 250009 250009 250628 250929 251178 251341 251571 251571 251930 251959 252187 252428 252678 252753 252753 252912 253001 253023 253181 253340 253405 253405 253540 253685 253727 253780 253838 253875 253875 253923 253978 254016 254016 254124 254137 254137 254221 254243 254243 254293 254352 254352 254428 254428 254501 254525 254560 254570 254598 254606 254637 254637 254640 254659 254777 254777 254861 254894 254953 254953 254989 255001 255001 255092 255103 255103 255103 255103 255190 255244 255244 255244 255296 255296 255341 255341 255415 255415 255468 255468 255468 255468 255516 255516 255575 255575 255606 255606 255633 255663 255633 255646 255646 255648 255648 255648 255670 255670 255679 255685 255685 255685 255685 255685 255685 255716 255716 255716 255753 255753 255766 255766 255766 255766 255766 255766 255766 255802 255802 255836 255836 255859 255859 255859 255859 255889 255924 255924 255937 255937 255937 255972 255972 256004 256028 256028 256028 256028 256028 256028 256113 256113 256148 256148 256148 256227 256227 256264 256264 256352 256352 256352 256404 256404 256467 256467 256573 256573 256573 256711 256711 256711 256711 256958 256958 256958 256958 256958 257290 257290 257637 257637 257637 257637 257637 257637 257637 258517 258517 258517 258874 258874 258934 258934 259007 259007 259007 259485 259485 259720 259720 260339 260339 260339 260764 260764 260977 260977 260977 260977 260977 261473 261473 261473 261473 261473 261885 261885 261885 261885 262402 262402 262520 262520 262520 262664 262664 262748 262748 262912 262912 262912 263090 263090 263322 263322 263407 263407 263407 263526 263526 263694 263694 263867 263867 263867 264014 264014 264299 264299 264299 264450 264450 264617 264617 264744 264744 264933 264933 264933 265008 265008 265090 265090 265186 265186 265186 265316 265316 265382 265382 265431 265431 265431 265505 265505 265741 265741 265816 265816 265816 265816 265816 265816 265816 265937
In [46]:
#Renaming index
nigeria_timeseries=nigeria_timeseries.set_index([pd.Index(['deaths', 'recovered', 'confirmed'])])
nigeria_timeseries
Out[46]:
Province/State Country/Region Lat Long 1/22/20 1/23/20 1/24/20 1/25/20 1/26/20 1/27/20 1/28/20 1/29/20 1/30/20 1/31/20 2/1/20 2/2/20 2/3/20 2/4/20 2/5/20 2/6/20 2/7/20 2/8/20 2/9/20 2/10/20 2/11/20 2/12/20 2/13/20 2/14/20 2/15/20 2/16/20 2/17/20 2/18/20 2/19/20 2/20/20 2/21/20 2/22/20 2/23/20 2/24/20 2/25/20 2/26/20 2/27/20 2/28/20 2/29/20 3/1/20 3/2/20 3/3/20 3/4/20 3/5/20 3/6/20 3/7/20 3/8/20 3/9/20 3/10/20 3/11/20 3/12/20 3/13/20 3/14/20 3/15/20 3/16/20 3/17/20 3/18/20 3/19/20 3/20/20 3/21/20 3/22/20 3/23/20 3/24/20 3/25/20 3/26/20 3/27/20 3/28/20 3/29/20 3/30/20 3/31/20 4/1/20 4/2/20 4/3/20 4/4/20 4/5/20 4/6/20 4/7/20 4/8/20 4/9/20 4/10/20 4/11/20 4/12/20 4/13/20 4/14/20 4/15/20 4/16/20 4/17/20 4/18/20 4/19/20 4/20/20 4/21/20 4/22/20 4/23/20 4/24/20 4/25/20 4/26/20 4/27/20 4/28/20 4/29/20 4/30/20 5/1/20 5/2/20 5/3/20 5/4/20 5/5/20 5/6/20 5/7/20 5/8/20 5/9/20 5/10/20 5/11/20 5/12/20 5/13/20 5/14/20 5/15/20 5/16/20 5/17/20 5/18/20 5/19/20 5/20/20 5/21/20 5/22/20 5/23/20 5/24/20 5/25/20 5/26/20 5/27/20 5/28/20 5/29/20 5/30/20 5/31/20 6/1/20 6/2/20 6/3/20 6/4/20 6/5/20 6/6/20 6/7/20 6/8/20 6/9/20 6/10/20 6/11/20 6/12/20 6/13/20 6/14/20 6/15/20 6/16/20 6/17/20 6/18/20 6/19/20 6/20/20 6/21/20 6/22/20 6/23/20 6/24/20 6/25/20 6/26/20 6/27/20 6/28/20 6/29/20 6/30/20 7/1/20 7/2/20 7/3/20 7/4/20 7/5/20 7/6/20 7/7/20 7/8/20 7/9/20 7/10/20 7/11/20 7/12/20 7/13/20 7/14/20 7/15/20 7/16/20 7/17/20 7/18/20 7/19/20 7/20/20 7/21/20 7/22/20 7/23/20 7/24/20 7/25/20 7/26/20 7/27/20 7/28/20 7/29/20 7/30/20 7/31/20 8/1/20 8/2/20 8/3/20 8/4/20 8/5/20 8/6/20 8/7/20 8/8/20 8/9/20 8/10/20 8/11/20 8/12/20 8/13/20 8/14/20 8/15/20 8/16/20 8/17/20 8/18/20 8/19/20 8/20/20 8/21/20 8/22/20 8/23/20 8/24/20 8/25/20 8/26/20 8/27/20 8/28/20 8/29/20 8/30/20 8/31/20 9/1/20 9/2/20 9/3/20 9/4/20 9/5/20 9/6/20 9/7/20 9/8/20 9/9/20 9/10/20 9/11/20 9/12/20 9/13/20 9/14/20 9/15/20 9/16/20 9/17/20 9/18/20 9/19/20 9/20/20 9/21/20 9/22/20 9/23/20 9/24/20 9/25/20 9/26/20 9/27/20 9/28/20 9/29/20 9/30/20 10/1/20 10/2/20 10/3/20 10/4/20 10/5/20 10/6/20 10/7/20 10/8/20 10/9/20 10/10/20 10/11/20 10/12/20 10/13/20 10/14/20 10/15/20 10/16/20 10/17/20 10/18/20 10/19/20 10/20/20 10/21/20 10/22/20 10/23/20 10/24/20 10/25/20 10/26/20 10/27/20 10/28/20 10/29/20 10/30/20 10/31/20 11/1/20 11/2/20 11/3/20 11/4/20 11/5/20 11/6/20 11/7/20 11/8/20 11/9/20 11/10/20 11/11/20 11/12/20 11/13/20 11/14/20 11/15/20 11/16/20 11/17/20 11/18/20 11/19/20 11/20/20 11/21/20 11/22/20 11/23/20 11/24/20 11/25/20 11/26/20 11/27/20 11/28/20 11/29/20 11/30/20 12/1/20 12/2/20 12/3/20 12/4/20 12/5/20 12/6/20 12/7/20 12/8/20 12/9/20 12/10/20 12/11/20 12/12/20 12/13/20 12/14/20 12/15/20 12/16/20 12/17/20 12/18/20 12/19/20 12/20/20 12/21/20 12/22/20 12/23/20 12/24/20 12/25/20 12/26/20 12/27/20 12/28/20 12/29/20 12/30/20 12/31/20 1/1/21 1/2/21 1/3/21 1/4/21 1/5/21 1/6/21 1/7/21 1/8/21 1/9/21 1/10/21 1/11/21 1/12/21 1/13/21 1/14/21 1/15/21 1/16/21 1/17/21 1/18/21 1/19/21 1/20/21 1/21/21 1/22/21 1/23/21 1/24/21 1/25/21 1/26/21 1/27/21 1/28/21 1/29/21 1/30/21 1/31/21 2/1/21 2/2/21 2/3/21 2/4/21 2/5/21 2/6/21 2/7/21 2/8/21 2/9/21 2/10/21 2/11/21 2/12/21 2/13/21 2/14/21 2/15/21 2/16/21 2/17/21 2/18/21 2/19/21 2/20/21 2/21/21 2/22/21 2/23/21 2/24/21 2/25/21 2/26/21 2/27/21 2/28/21 3/1/21 3/2/21 3/3/21 3/4/21 3/5/21 3/6/21 3/7/21 3/8/21 3/9/21 3/10/21 3/11/21 3/12/21 3/13/21 3/14/21 3/15/21 3/16/21 3/17/21 3/18/21 3/19/21 3/20/21 3/21/21 3/22/21 3/23/21 3/24/21 3/25/21 3/26/21 3/27/21 3/28/21 3/29/21 3/30/21 3/31/21 4/1/21 4/2/21 4/3/21 4/4/21 4/5/21 4/6/21 4/7/21 4/8/21 4/9/21 4/10/21 4/11/21 4/12/21 4/13/21 4/14/21 4/15/21 4/16/21 4/17/21 4/18/21 4/19/21 4/20/21 4/21/21 4/22/21 4/23/21 4/24/21 4/25/21 4/26/21 4/27/21 4/28/21 4/29/21 4/30/21 5/1/21 5/2/21 5/3/21 5/4/21 5/5/21 5/6/21 5/7/21 5/8/21 5/9/21 5/10/21 5/11/21 5/12/21 5/13/21 5/14/21 5/15/21 5/16/21 5/17/21 5/18/21 5/19/21 5/20/21 5/21/21 5/22/21 5/23/21 5/24/21 5/25/21 5/26/21 5/27/21 5/28/21 5/29/21 5/30/21 5/31/21 6/1/21 6/2/21 6/3/21 6/4/21 6/5/21 6/6/21 6/7/21 6/8/21 6/9/21 6/10/21 6/11/21 6/12/21 6/13/21 6/14/21 6/15/21 6/16/21 6/17/21 6/18/21 6/19/21 6/20/21 6/21/21 6/22/21 6/23/21 6/24/21 6/25/21 6/26/21 6/27/21 6/28/21 6/29/21 6/30/21 7/1/21 7/2/21 7/3/21 7/4/21 7/5/21 7/6/21 7/7/21 7/8/21 7/9/21 7/10/21 7/11/21 7/12/21 7/13/21 7/14/21 7/15/21 7/16/21 7/17/21 7/18/21 7/19/21 7/20/21 7/21/21 7/22/21 7/23/21 7/24/21 7/25/21 7/26/21 7/27/21 7/28/21 7/29/21 7/30/21 7/31/21 8/1/21 8/2/21 8/3/21 8/4/21 8/5/21 8/6/21 8/7/21 8/8/21 8/9/21 8/10/21 8/11/21 8/12/21 8/13/21 8/14/21 8/15/21 8/16/21 8/17/21 8/18/21 8/19/21 8/20/21 8/21/21 8/22/21 8/23/21 8/24/21 8/25/21 8/26/21 8/27/21 8/28/21 8/29/21 8/30/21 8/31/21 9/1/21 9/2/21 9/3/21 9/4/21 9/5/21 9/6/21 9/7/21 9/8/21 9/9/21 9/10/21 9/11/21 9/12/21 9/13/21 9/14/21 9/15/21 9/16/21 9/17/21 9/18/21 9/19/21 9/20/21 9/21/21 9/22/21 9/23/21 9/24/21 9/25/21 9/26/21 9/27/21 9/28/21 9/29/21 9/30/21 10/1/21 10/2/21 10/3/21 10/4/21 10/5/21 10/6/21 10/7/21 10/8/21 10/9/21 10/10/21 10/11/21 10/12/21 10/13/21 10/14/21 10/15/21 10/16/21 10/17/21 10/18/21 10/19/21 10/20/21 10/21/21 10/22/21 10/23/21 10/24/21 10/25/21 10/26/21 10/27/21 10/28/21 10/29/21 10/30/21 10/31/21 11/1/21 11/2/21 11/3/21 11/4/21 11/5/21 11/6/21 11/7/21 11/8/21 11/9/21 11/10/21 11/11/21 11/12/21 11/13/21 11/14/21 11/15/21 11/16/21 11/17/21 11/18/21 11/19/21 11/20/21 11/21/21 11/22/21 11/23/21 11/24/21 11/25/21 11/26/21 11/27/21 11/28/21 11/29/21 11/30/21 12/1/21 12/2/21 12/3/21 12/4/21 12/5/21 12/6/21 12/7/21 12/8/21 12/9/21 12/10/21 12/11/21 12/12/21 12/13/21 12/14/21 12/15/21 12/16/21 12/17/21 12/18/21 12/19/21 12/20/21 12/21/21 12/22/21 12/23/21 12/24/21 12/25/21 12/26/21 12/27/21 12/28/21 12/29/21 12/30/21 12/31/21 1/1/22 1/2/22 1/3/22 1/4/22 1/5/22 1/6/22 1/7/22 1/8/22 1/9/22 1/10/22 1/11/22 1/12/22 1/13/22 1/14/22 1/15/22 1/16/22 1/17/22 1/18/22 1/19/22 1/20/22 1/21/22 1/22/22 1/23/22 1/24/22 1/25/22 1/26/22 1/27/22 1/28/22 1/29/22 1/30/22 1/31/22 2/1/22 2/2/22 2/3/22 2/4/22 2/5/22 2/6/22 2/7/22 2/8/22 2/9/22 2/10/22 2/11/22 2/12/22 2/13/22 2/14/22 2/15/22 2/16/22 2/17/22 2/18/22 2/19/22 2/20/22 2/21/22 2/22/22 2/23/22 2/24/22 2/25/22 2/26/22 2/27/22 2/28/22 3/1/22 3/2/22 3/3/22 3/4/22 3/5/22 3/6/22 3/7/22 3/8/22 3/9/22 3/10/22 3/11/22 3/12/22 3/13/22 3/14/22 3/15/22 3/16/22 3/17/22 3/18/22 3/19/22 3/20/22 3/21/22 3/22/22 3/23/22 3/24/22 3/25/22 3/26/22 3/27/22 3/28/22 3/29/22 3/30/22 3/31/22 4/1/22 4/2/22 4/3/22 4/4/22 4/5/22 4/6/22 4/7/22 4/8/22 4/9/22 4/10/22 4/11/22 4/12/22 4/13/22 4/14/22 4/15/22 4/16/22 4/17/22 4/18/22 4/19/22 4/20/22 4/21/22 4/22/22 4/23/22 4/24/22 4/25/22 4/26/22 4/27/22 4/28/22 4/29/22 4/30/22 5/1/22 5/2/22 5/3/22 5/4/22 5/5/22 5/6/22 5/7/22 5/8/22 5/9/22 5/10/22 5/11/22 5/12/22 5/13/22 5/14/22 5/15/22 5/16/22 5/17/22 5/18/22 5/19/22 5/20/22 5/21/22 5/22/22 5/23/22 5/24/22 5/25/22 5/26/22 5/27/22 5/28/22 5/29/22 5/30/22 5/31/22 6/1/22 6/2/22 6/3/22 6/4/22 6/5/22 6/6/22 6/7/22 6/8/22 6/9/22 6/10/22 6/11/22 6/12/22 6/13/22 6/14/22 6/15/22 6/16/22 6/17/22 6/18/22 6/19/22 6/20/22 6/21/22 6/22/22 6/23/22 6/24/22 6/25/22 6/26/22 6/27/22 6/28/22 6/29/22 6/30/22 7/1/22 7/2/22 7/3/22 7/4/22 7/5/22 7/6/22 7/7/22 7/8/22 7/9/22 7/10/22 7/11/22 7/12/22 7/13/22 7/14/22 7/15/22 7/16/22 7/17/22 7/18/22 7/19/22 7/20/22 7/21/22 7/22/22 7/23/22 7/24/22 7/25/22 7/26/22 7/27/22 7/28/22 7/29/22 7/30/22 7/31/22 8/1/22 8/2/22 8/3/22 8/4/22 8/5/22 8/6/22 8/7/22 8/8/22 8/9/22 8/10/22 8/11/22 8/12/22 8/13/22 8/14/22 8/15/22 8/16/22 8/17/22 8/18/22 8/19/22 8/20/22 8/21/22 8/22/22 8/23/22 8/24/22 8/25/22 8/26/22 8/27/22 8/28/22 8/29/22 8/30/22 8/31/22 9/1/22 9/2/22 9/3/22 9/4/22 9/5/22 9/6/22 9/7/22 9/8/22 9/9/22 9/10/22 9/11/22 9/12/22 9/13/22 9/14/22 9/15/22 9/16/22 9/17/22 9/18/22 9/19/22 9/20/22 9/21/22 9/22/22 9/23/22 9/24/22 9/25/22 9/26/22 9/27/22 9/28/22 9/29/22 9/30/22 10/1/22 10/2/22 10/3/22 10/4/22 10/5/22 10/6/22 10/7/22 10/8/22 10/9/22 10/10/22 10/11/22 10/12/22 10/13/22 10/14/22 10/15/22
deaths NaN Nigeria 9.082 8.6753 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 2 2 2 2 4 4 5 5 6 6 7 7 10 10 10 11 12 13 17 19 21 22 22 28 31 32 35 40 40 44 51 58 68 85 87 93 98 103 107 117 128 143 150 158 164 167 171 176 182 191 192 200 211 221 221 226 233 249 254 259 261 273 287 299 314 315 323 333 342 354 361 365 382 387 399 407 420 424 455 469 475 487 506 518 525 533 542 549 554 558 565 573 590 603 616 628 634 645 654 669 684 689 709 724 740 744 754 760 769 772 778 789 801 805 813 833 845 856 858 860 868 873 878 879 883 888 896 910 927 930 936 942 945 950 956 956 966 973 974 975 977 981 985 992 996 997 1002 1004 1007 1010 1011 1011 1011 1013 1013 1023 1027 1048 1051 1054 1057 1061 1067 1070 1075 1076 1078 1082 1083 1088 1091 1093 1094 1095 1098 1100 1100 1102 1102 1103 1106 1108 1111 1111 1112 1112 1112 1113 1113 1113 1113 1113 1113 1113 1115 1115 1115 1116 1116 1116 1119 1123 1125 1125 1125 1125 1127 1129 1129 1130 1132 1135 1139 1141 1144 1144 1146 1147 1151 1155 1155 1155 1155 1154 1158 1160 1162 1162 1163 1163 1163 1163 1163 1163 1165 1165 1166 1167 1168 1169 1169 1169 1171 1171 1173 1173 1176 1177 1179 1179 1180 1180 1181 1182 1184 1190 1190 1194 1197 1197 1200 1200 1201 1212 1218 1221 1227 1231 1236 1242 1246 1247 1254 1264 1267 1278 1289 1294 1302 1311 1318 1319 1324 1330 1342 1350 1358 1361 1373 1382 1405 1413 1420 1435 1449 1464 1478 1485 1490 1502 1504 1507 1522 1543 1547 1577 1578 1586 1607 1613 1618 1632 1641 1647 1667 1673 1694 1702 1710 1734 1747 1752 1761 1777 1787 1803 1813 1831 1839 1862 1874 1885 1891 1902 1905 1907 1915 1923 1939 1951 1954 1964 1969 1982 1988 1993 2001 2009 2013 2013 2016 2018 2027 2027 2027 2030 2030 2030 2031 2031 2036 2039 2041 2048 2049 2056 2057 2058 2058 2058 2058 2058 2058 2058 2058 2059 2060 2060 2061 2061 2061 2061 2061 2061 2061 2061 2061 2061 2061 2061 2061 2062 2062 2063 2063 2063 2063 2063 2063 2063 2063 2065 2065 2065 2065 2065 2065 2065 2066 2066 2066 2066 2066 2067 2067 2067 2067 2067 2067 2067 2067 2071 2071 2071 2071 2071 2071 2099 2099 2099 2117 2117 2117 2117 2117 2117 2117 2117 2117 2117 2117 2117 2117 2117 2117 2117 2117 2117 2118 2118 2118 2118 2119 2119 2119 2119 2120 2120 2121 2121 2121 2121 2122 2122 2122 2122 2122 2122 2124 2124 2125 2125 2126 2126 2126 2127 2128 2128 2128 2130 2130 2132 2132 2134 2134 2139 2141 2149 2149 2149 2160 2163 2167 2178 2181 2185 2187 2192 2194 2195 2200 2211 2219 2219 2223 2229 2229 2244 2247 2247 2268 2276 2281 2288 2298 2308 2361 2454 2455 2469 2480 2488 2495 2522 2552 2556 2573 2578 2585 2588 2590 2598 2619 2637 2640 2640 2649 2654 2655 2661 2664 2666 2668 2671 2673 2677 2690 2695 2701 2721 2724 2724 2724 2724 2731 2731 2742 2743 2745 2747 2756 2756 2761 2761 2769 2804 2837 2838 2838 2840 2850 2855 2856 2882 2884 2884 2886 2892 2895 2895 2896 2898 2899 2900 2902 2902 2905 2906 2906 2914 2922 2933 2949 2960 2968 2968 2968 2973 2973 2973 2973 2974 2974 2974 2974 2975 2975 2975 2975 2976 2977 2978 2978 2980 2980 2980 2980 2980 2980 2980 2981 2981 2981 2981 2983 2983 2983 2984 2984 2984 2985 2985 2991 2991 2993 3014 3022 3024 3027 3030 3030 3030 3033 3033 3045 3053 3058 3066 3070 3071 3077 3085 3086 3092 3092 3092 3095 3103 3110 3116 3117 3117 3124 3124 3124 3126 3133 3134 3134 3134 3135 3135 3136 3136 3136 3136 3136 3139 3139 3139 3139 3139 3139 3139 3141 3141 3141 3141 3141 3141 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3148 3148 3148 3148 3144 3144 3144 3144 3144 3144 3144 3144 3144 3144 3144 3144 3144 3144 3144 3144 3144 3144 3144 3144 3144 3144 3144 3144 3144 3144 3144 3144 3144 3144 3144 3144 3144 3144 3144 3144 3144 3144 3144 3146 3146 3146 3146 3147 3147 3147 3147 3147 3147 3147 3147 3147 3147 3147 3147 3147 3147 3147 3147 3147 3147 3147 3147 3147 3147 3147 3147 3147 3147 3147 3147 3147 3147 3147 3148 3148 3148 3148 3148 3148 3148 3148 3148 3148 3148 3148 3148 3148 3148 3148 3154 3154 3154 3154 3154 3155 3155 3155 3155 3155 3155 3155 3155 3155 3155 3155 3155 3155 3155 3155 3155 3155 3155 3155 3155 3155 3155 3155 3155 3155 3155 3155 3155 3155 3155 3155 3155 3155
recovered NaN Nigeria 9.082 8.6753 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 2 2 2 2 2 3 3 3 8 8 9 20 25 25 33 35 44 44 51 58 70 85 91 99 128 152 159 166 170 188 188 197 197 208 222 239 255 255 307 319 351 351 400 417 481 534 601 679 745 778 902 959 1070 1180 1320 1472 1594 1644 1734 1840 1907 2007 2174 2263 2311 2385 2501 2592 2697 2856 3007 3122 3240 3329 3535 3696 3826 3959 4040 4206 4351 4494 4891 5101 5220 5349 5623 5967 6307 6581 6718 6879 7109 7338 7613 7822 8253 8625 9007 9402 9746 10152 10801 11069 11462 11665 11828 12108 12373 12546 12795 13103 13447 13671 13792 13999 14292 14633 14938 15105 15333 15677 15815 16061 16559 16948 17374 18203 18764 19004 19270 19565 20087 20308 20663 31851 32165 32430 32637 33044 33186 33346 33609 33943 34309 35998 36290 36497 36834 37051 37304 37569 37885 38767 38945 39257 39964 40281 40726 41017 41314 41513 41638 42010 42439 42627 42816 42922 43013 43231 43334 43610 43810 43998 44088 44152 44337 44430 47872 48092 48305 48431 48569 48674 48836 48985 49098 49606 49722 49794 49895 49937 50358 50452 50593 50718 50768 50951 51308 51403 51551 51614 51711 51735 51943 52006 52143 52194 52304 56557 56611 56697 56797 56880 56985 57190 57285 57465 57571 57916 58095 58249 58430 58675 58790 59328 59634 59675 59748 59844 59884 59910 60069 60333 60737 60790 60936 61029 61073 61162 61337 61457 61573 61782 61884 62076 62241 62311 62493 62585 62686 62819 63055 63282 63430 63839 64291 64467 64650 64774 64947 65110 65242 65474 65722 65850 66090 66314 66494 66775 67110 67484 67784 68303 68493 68879 69274 69651 70248 70495 71034 71357 71937 73322 73713 74373 74789 75044 75699 76396 77299 77982 78552 79417 80030 80491 81574 82555 83830 84535 85367 89317 89939 91200 92336 93646 94130 95901 97228 98359 99276 100365 100853 102780 103712 104989 106275 107551 108657 110449 111639 112557 113525 114635 115755 116947 118012 118866 120399 120838 123009 124483 125722 126417 127524 128005 128619 129300 129943 130818 131699 132544 133256 133768 133904 134551 135812 136335 137025 137645 137890 138502 139056 139983 142404 144059 144714 145399 145752 146072 146395 146890 147581 147775 147899 148125 148530 148726 149882 149986 150205 150308 150466 151532 151648 151708 151835 151853 151998 152045 153630 153788 154005 154073 154098 154107 154177 154225 154270 154285 154304 154325 154332 154384 154406 154441 154578 154643 154687 154926 154963 155012 155021 155041 155101 155101 155109 155371 155371 155403 155424 155454 156250 156297 156318 156358 156374 156387 156399 156412 156413 156415 156415 156456 156459 156462 156468 156476 156492 156528 156529 156535 156546 156557 156558 158781 159935 159946 162521 162584 162994 163096 163190 163259 163331 163331 163430 163436 163463 163469 163483 163528 163535 163540 163550 163557 163797 163913 163917 163933 163937 163946 163949 163984 163985 164244 164273 164369 164378 164382 164400 164405 164408 164415 164423 164431 164439 164476 164623 164652 164662 164666 164672 164699 164720 164733 164733 164772 164772 164788 164789 164798 164837 164886 164930 164978 164994 165005 165037 165122 165208 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
confirmed NaN Nigeria 9.082 8.6753 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 2 2 2 2 2 2 2 2 3 8 8 12 22 30 40 44 51 65 70 89 111 131 135 174 184 210 214 232 238 254 276 288 305 318 323 343 373 407 442 493 542 627 665 665 873 981 1095 1182 1273 1337 1532 1728 1932 2170 2388 2558 2802 2950 3145 3526 3912 4151 4399 4641 4787 4971 5162 5450 5621 5959 6175 6401 6677 7016 7261 7526 7839 8068 8344 8733 8915 9302 9855 10162 10578 10819 11166 11516 11844 12233 12486 12801 13464 13873 14554 15181 15682 16085 16658 17148 17735 18480 19147 19808 20244 20919 21371 22020 22614 23298 24077 24567 25133 25694 26484 27110 27564 28167 28711 29286 29789 30249 30748 31323 31987 32558 33153 33616 34259 34854 35454 36107 36663 37225 37801 38344 38948 39539 39977 40532 41180 41804 42208 42689 43151 43537 43841 44129 44433 44890 45244 45687 46140 46577 46867 47290 47743 48116 48445 48770 49068 49485 49895 50488 50964 51304 51905 52227 52548 52800 53021 53317 53477 53727 53865 54008 54247 54463 54588 54743 54905 55005 55160 55456 55632 55829 56017 56177 56256 56388 56478 56604 56735 56956 57145 57242 57437 57613 57724 57849 58062 58198 58324 58460 58647 58848 59001 59127 59287 59345 59465 59583 59738 59841 59992 60103 60266 60430 60655 60834 60982 61194 61307 61440 61558 61630 61667 61805 61882 61930 61992 62111 62224 62371 62521 62691 62853 62964 63036 63173 63328 63508 63731 63790 64090 64184 64336 64516 64728 64884 64996 65148 65305 65457 65693 65839 65982 66228 66383 66439 66607 66805 66974 67220 67330 67412 67557 67838 67960 68303 68627 68937 69255 69645 70195 70669 71344 72140 72757 73175 73374 74132 75062 76207 77013 77933 78434 78790 79789 80922 81963 82747 83576 84414 84811 85560 86576 87607 88587 89163 90080 91351 92705 94369 95934 97478 99063 100087 101331 102601 103999 105478 107345 108943 110387 112004 113305 114691 116655 118138 120602 121566 122996 124299 126160 127024 128674 130557 131242 131918 133552 134690 136030 137654 139242 139748 140391 141447 142578 143516 144521 145664 146184 146928 148296 149369 150246 150908 151553 152074 152616 153187 153842 154476 155076 155417 155657 156017 156496 156960 157671 158042 158237 158506 158906 159252 159646 159933 160332 160537 160657 160895 161074 161261 161409 161539 161651 161737 161868 162076 162178 162275 162388 162489 162593 162641 162762 162891 162997 163063 163113 163195 163330 163388 163498 163581 163652 163736 163799 163837 163911 164000 164080 164147 164207 164233 164303 164423 164488 164588 164633 164684 164719 164756 164912 164993 165055 165110 165110 165153 165199 165215 165273 165301 165340 165370 165419 165468 165515 165559 165612 165661 165702 165709 165778 165778 165852 165901 165944 165979 166019 166061 166098 166146 166191 166254 166285 166315 166518 166534 166560 166682 166730 166756 166767 166816 166918 166982 166982 167051 167059 167066 167078 167095 167103 167142 167155 167206 167206 167292 167331 167375 167401 167430 167465 167467 167532 167543 167618 167692 167732 167803 167859 167909 168000 168110 168256 168442 168540 168552 168713 168867 168915 169074 169206 169329 169532 169678 169884 169884 170306 170306 170895 171111 171324 171728 172263 172821 173411 173908 174315 174759 175264 176011 176577 177142 177615 178086 178508 179118 179908 180661 181297 181962 182503 183087 183444 183444 185267 185571 185571 187023 187588 188243 188880 189715 190333 190983 191345 191805 192431 193013 193644 194088 195052 195511 195890 196487 197046 197773 198239 198786 199151 199538 200057 200356 200356 201294 201630 201798 202191 202704 203081 203514 203991 204201 204456 204752 205047 205484 205779 205940 206064 206138 206279 206561 206561 207167 207479 207618 207694 207978 207979 208404 208404 208797 209173 209298 209387 209546 209713 209960 210136 210295 210460 211171 211330 211496 211678 211798 211887 211961 212051 212150 212359 212446 212511 212627 212713 212765 212829 212894 212947 213076 213127 213147 213177 213177 213403 213464 213487 213532 213589 213589 213677 213677 213883 213883 213924 213982 214113 214218 214270 214270 214513 214567 214622 214789 214896 215164 215164 216451 217063 217481 217481 218596 220020 221071 222655 222655 223483 225255 225255 231413 233353 234709 236014 237561 238420 239019 240387 241513 241513 242877 242877 244120 244548 245404 246195 247009 247775 248312 248732 249154 249586 250009 250009 250628 250929 251178 251341 251571 251571 251930 251959 252187 252428 252678 252753 252753 252912 253001 253023 253181 253340 253405 253405 253540 253685 253727 253780 253838 253875 253875 253923 253978 254016 254016 254124 254137 254137 254221 254243 254243 254293 254352 254352 254428 254428 254501 254525 254560 254570 254598 254606 254637 254637 254640 254659 254777 254777 254861 254894 254953 254953 254989 255001 255001 255092 255103 255103 255103 255103 255190 255244 255244 255244 255296 255296 255341 255341 255415 255415 255468 255468 255468 255468 255516 255516 255575 255575 255606 255606 255633 255663 255633 255646 255646 255648 255648 255648 255670 255670 255679 255685 255685 255685 255685 255685 255685 255716 255716 255716 255753 255753 255766 255766 255766 255766 255766 255766 255766 255802 255802 255836 255836 255859 255859 255859 255859 255889 255924 255924 255937 255937 255937 255972 255972 256004 256028 256028 256028 256028 256028 256028 256113 256113 256148 256148 256148 256227 256227 256264 256264 256352 256352 256352 256404 256404 256467 256467 256573 256573 256573 256711 256711 256711 256711 256958 256958 256958 256958 256958 257290 257290 257637 257637 257637 257637 257637 257637 257637 258517 258517 258517 258874 258874 258934 258934 259007 259007 259007 259485 259485 259720 259720 260339 260339 260339 260764 260764 260977 260977 260977 260977 260977 261473 261473 261473 261473 261473 261885 261885 261885 261885 262402 262402 262520 262520 262520 262664 262664 262748 262748 262912 262912 262912 263090 263090 263322 263322 263407 263407 263407 263526 263526 263694 263694 263867 263867 263867 264014 264014 264299 264299 264299 264450 264450 264617 264617 264744 264744 264933 264933 264933 265008 265008 265090 265090 265186 265186 265186 265316 265316 265382 265382 265431 265431 265431 265505 265505 265741 265741 265816 265816 265816 265816 265816 265816 265816 265937
In [47]:
#drop Province/State column
if 'Province/State' in nigeria_timeseries.columns:
    nigeria_timeseries.drop('Province/State', axis=1, inplace=True)
In [48]:
nigeria_timeseries
Out[48]:
Country/Region Lat Long 1/22/20 1/23/20 1/24/20 1/25/20 1/26/20 1/27/20 1/28/20 1/29/20 1/30/20 1/31/20 2/1/20 2/2/20 2/3/20 2/4/20 2/5/20 2/6/20 2/7/20 2/8/20 2/9/20 2/10/20 2/11/20 2/12/20 2/13/20 2/14/20 2/15/20 2/16/20 2/17/20 2/18/20 2/19/20 2/20/20 2/21/20 2/22/20 2/23/20 2/24/20 2/25/20 2/26/20 2/27/20 2/28/20 2/29/20 3/1/20 3/2/20 3/3/20 3/4/20 3/5/20 3/6/20 3/7/20 3/8/20 3/9/20 3/10/20 3/11/20 3/12/20 3/13/20 3/14/20 3/15/20 3/16/20 3/17/20 3/18/20 3/19/20 3/20/20 3/21/20 3/22/20 3/23/20 3/24/20 3/25/20 3/26/20 3/27/20 3/28/20 3/29/20 3/30/20 3/31/20 4/1/20 4/2/20 4/3/20 4/4/20 4/5/20 4/6/20 4/7/20 4/8/20 4/9/20 4/10/20 4/11/20 4/12/20 4/13/20 4/14/20 4/15/20 4/16/20 4/17/20 4/18/20 4/19/20 4/20/20 4/21/20 4/22/20 4/23/20 4/24/20 4/25/20 4/26/20 4/27/20 4/28/20 4/29/20 4/30/20 5/1/20 5/2/20 5/3/20 5/4/20 5/5/20 5/6/20 5/7/20 5/8/20 5/9/20 5/10/20 5/11/20 5/12/20 5/13/20 5/14/20 5/15/20 5/16/20 5/17/20 5/18/20 5/19/20 5/20/20 5/21/20 5/22/20 5/23/20 5/24/20 5/25/20 5/26/20 5/27/20 5/28/20 5/29/20 5/30/20 5/31/20 6/1/20 6/2/20 6/3/20 6/4/20 6/5/20 6/6/20 6/7/20 6/8/20 6/9/20 6/10/20 6/11/20 6/12/20 6/13/20 6/14/20 6/15/20 6/16/20 6/17/20 6/18/20 6/19/20 6/20/20 6/21/20 6/22/20 6/23/20 6/24/20 6/25/20 6/26/20 6/27/20 6/28/20 6/29/20 6/30/20 7/1/20 7/2/20 7/3/20 7/4/20 7/5/20 7/6/20 7/7/20 7/8/20 7/9/20 7/10/20 7/11/20 7/12/20 7/13/20 7/14/20 7/15/20 7/16/20 7/17/20 7/18/20 7/19/20 7/20/20 7/21/20 7/22/20 7/23/20 7/24/20 7/25/20 7/26/20 7/27/20 7/28/20 7/29/20 7/30/20 7/31/20 8/1/20 8/2/20 8/3/20 8/4/20 8/5/20 8/6/20 8/7/20 8/8/20 8/9/20 8/10/20 8/11/20 8/12/20 8/13/20 8/14/20 8/15/20 8/16/20 8/17/20 8/18/20 8/19/20 8/20/20 8/21/20 8/22/20 8/23/20 8/24/20 8/25/20 8/26/20 8/27/20 8/28/20 8/29/20 8/30/20 8/31/20 9/1/20 9/2/20 9/3/20 9/4/20 9/5/20 9/6/20 9/7/20 9/8/20 9/9/20 9/10/20 9/11/20 9/12/20 9/13/20 9/14/20 9/15/20 9/16/20 9/17/20 9/18/20 9/19/20 9/20/20 9/21/20 9/22/20 9/23/20 9/24/20 9/25/20 9/26/20 9/27/20 9/28/20 9/29/20 9/30/20 10/1/20 10/2/20 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1/29/21 1/30/21 1/31/21 2/1/21 2/2/21 2/3/21 2/4/21 2/5/21 2/6/21 2/7/21 2/8/21 2/9/21 2/10/21 2/11/21 2/12/21 2/13/21 2/14/21 2/15/21 2/16/21 2/17/21 2/18/21 2/19/21 2/20/21 2/21/21 2/22/21 2/23/21 2/24/21 2/25/21 2/26/21 2/27/21 2/28/21 3/1/21 3/2/21 3/3/21 3/4/21 3/5/21 3/6/21 3/7/21 3/8/21 3/9/21 3/10/21 3/11/21 3/12/21 3/13/21 3/14/21 3/15/21 3/16/21 3/17/21 3/18/21 3/19/21 3/20/21 3/21/21 3/22/21 3/23/21 3/24/21 3/25/21 3/26/21 3/27/21 3/28/21 3/29/21 3/30/21 3/31/21 4/1/21 4/2/21 4/3/21 4/4/21 4/5/21 4/6/21 4/7/21 4/8/21 4/9/21 4/10/21 4/11/21 4/12/21 4/13/21 4/14/21 4/15/21 4/16/21 4/17/21 4/18/21 4/19/21 4/20/21 4/21/21 4/22/21 4/23/21 4/24/21 4/25/21 4/26/21 4/27/21 4/28/21 4/29/21 4/30/21 5/1/21 5/2/21 5/3/21 5/4/21 5/5/21 5/6/21 5/7/21 5/8/21 5/9/21 5/10/21 5/11/21 5/12/21 5/13/21 5/14/21 5/15/21 5/16/21 5/17/21 5/18/21 5/19/21 5/20/21 5/21/21 5/22/21 5/23/21 5/24/21 5/25/21 5/26/21 5/27/21 5/28/21 5/29/21 5/30/21 5/31/21 6/1/21 6/2/21 6/3/21 6/4/21 6/5/21 6/6/21 6/7/21 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2/10/22 2/11/22 2/12/22 2/13/22 2/14/22 2/15/22 2/16/22 2/17/22 2/18/22 2/19/22 2/20/22 2/21/22 2/22/22 2/23/22 2/24/22 2/25/22 2/26/22 2/27/22 2/28/22 3/1/22 3/2/22 3/3/22 3/4/22 3/5/22 3/6/22 3/7/22 3/8/22 3/9/22 3/10/22 3/11/22 3/12/22 3/13/22 3/14/22 3/15/22 3/16/22 3/17/22 3/18/22 3/19/22 3/20/22 3/21/22 3/22/22 3/23/22 3/24/22 3/25/22 3/26/22 3/27/22 3/28/22 3/29/22 3/30/22 3/31/22 4/1/22 4/2/22 4/3/22 4/4/22 4/5/22 4/6/22 4/7/22 4/8/22 4/9/22 4/10/22 4/11/22 4/12/22 4/13/22 4/14/22 4/15/22 4/16/22 4/17/22 4/18/22 4/19/22 4/20/22 4/21/22 4/22/22 4/23/22 4/24/22 4/25/22 4/26/22 4/27/22 4/28/22 4/29/22 4/30/22 5/1/22 5/2/22 5/3/22 5/4/22 5/5/22 5/6/22 5/7/22 5/8/22 5/9/22 5/10/22 5/11/22 5/12/22 5/13/22 5/14/22 5/15/22 5/16/22 5/17/22 5/18/22 5/19/22 5/20/22 5/21/22 5/22/22 5/23/22 5/24/22 5/25/22 5/26/22 5/27/22 5/28/22 5/29/22 5/30/22 5/31/22 6/1/22 6/2/22 6/3/22 6/4/22 6/5/22 6/6/22 6/7/22 6/8/22 6/9/22 6/10/22 6/11/22 6/12/22 6/13/22 6/14/22 6/15/22 6/16/22 6/17/22 6/18/22 6/19/22 6/20/22 6/21/22 6/22/22 6/23/22 6/24/22 6/25/22 6/26/22 6/27/22 6/28/22 6/29/22 6/30/22 7/1/22 7/2/22 7/3/22 7/4/22 7/5/22 7/6/22 7/7/22 7/8/22 7/9/22 7/10/22 7/11/22 7/12/22 7/13/22 7/14/22 7/15/22 7/16/22 7/17/22 7/18/22 7/19/22 7/20/22 7/21/22 7/22/22 7/23/22 7/24/22 7/25/22 7/26/22 7/27/22 7/28/22 7/29/22 7/30/22 7/31/22 8/1/22 8/2/22 8/3/22 8/4/22 8/5/22 8/6/22 8/7/22 8/8/22 8/9/22 8/10/22 8/11/22 8/12/22 8/13/22 8/14/22 8/15/22 8/16/22 8/17/22 8/18/22 8/19/22 8/20/22 8/21/22 8/22/22 8/23/22 8/24/22 8/25/22 8/26/22 8/27/22 8/28/22 8/29/22 8/30/22 8/31/22 9/1/22 9/2/22 9/3/22 9/4/22 9/5/22 9/6/22 9/7/22 9/8/22 9/9/22 9/10/22 9/11/22 9/12/22 9/13/22 9/14/22 9/15/22 9/16/22 9/17/22 9/18/22 9/19/22 9/20/22 9/21/22 9/22/22 9/23/22 9/24/22 9/25/22 9/26/22 9/27/22 9/28/22 9/29/22 9/30/22 10/1/22 10/2/22 10/3/22 10/4/22 10/5/22 10/6/22 10/7/22 10/8/22 10/9/22 10/10/22 10/11/22 10/12/22 10/13/22 10/14/22 10/15/22
deaths Nigeria 9.082 8.6753 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 2 2 2 2 4 4 5 5 6 6 7 7 10 10 10 11 12 13 17 19 21 22 22 28 31 32 35 40 40 44 51 58 68 85 87 93 98 103 107 117 128 143 150 158 164 167 171 176 182 191 192 200 211 221 221 226 233 249 254 259 261 273 287 299 314 315 323 333 342 354 361 365 382 387 399 407 420 424 455 469 475 487 506 518 525 533 542 549 554 558 565 573 590 603 616 628 634 645 654 669 684 689 709 724 740 744 754 760 769 772 778 789 801 805 813 833 845 856 858 860 868 873 878 879 883 888 896 910 927 930 936 942 945 950 956 956 966 973 974 975 977 981 985 992 996 997 1002 1004 1007 1010 1011 1011 1011 1013 1013 1023 1027 1048 1051 1054 1057 1061 1067 1070 1075 1076 1078 1082 1083 1088 1091 1093 1094 1095 1098 1100 1100 1102 1102 1103 1106 1108 1111 1111 1112 1112 1112 1113 1113 1113 1113 1113 1113 1113 1115 1115 1115 1116 1116 1116 1119 1123 1125 1125 1125 1125 1127 1129 1129 1130 1132 1135 1139 1141 1144 1144 1146 1147 1151 1155 1155 1155 1155 1154 1158 1160 1162 1162 1163 1163 1163 1163 1163 1163 1165 1165 1166 1167 1168 1169 1169 1169 1171 1171 1173 1173 1176 1177 1179 1179 1180 1180 1181 1182 1184 1190 1190 1194 1197 1197 1200 1200 1201 1212 1218 1221 1227 1231 1236 1242 1246 1247 1254 1264 1267 1278 1289 1294 1302 1311 1318 1319 1324 1330 1342 1350 1358 1361 1373 1382 1405 1413 1420 1435 1449 1464 1478 1485 1490 1502 1504 1507 1522 1543 1547 1577 1578 1586 1607 1613 1618 1632 1641 1647 1667 1673 1694 1702 1710 1734 1747 1752 1761 1777 1787 1803 1813 1831 1839 1862 1874 1885 1891 1902 1905 1907 1915 1923 1939 1951 1954 1964 1969 1982 1988 1993 2001 2009 2013 2013 2016 2018 2027 2027 2027 2030 2030 2030 2031 2031 2036 2039 2041 2048 2049 2056 2057 2058 2058 2058 2058 2058 2058 2058 2058 2059 2060 2060 2061 2061 2061 2061 2061 2061 2061 2061 2061 2061 2061 2061 2061 2062 2062 2063 2063 2063 2063 2063 2063 2063 2063 2065 2065 2065 2065 2065 2065 2065 2066 2066 2066 2066 2066 2067 2067 2067 2067 2067 2067 2067 2067 2071 2071 2071 2071 2071 2071 2099 2099 2099 2117 2117 2117 2117 2117 2117 2117 2117 2117 2117 2117 2117 2117 2117 2117 2117 2117 2117 2118 2118 2118 2118 2119 2119 2119 2119 2120 2120 2121 2121 2121 2121 2122 2122 2122 2122 2122 2122 2124 2124 2125 2125 2126 2126 2126 2127 2128 2128 2128 2130 2130 2132 2132 2134 2134 2139 2141 2149 2149 2149 2160 2163 2167 2178 2181 2185 2187 2192 2194 2195 2200 2211 2219 2219 2223 2229 2229 2244 2247 2247 2268 2276 2281 2288 2298 2308 2361 2454 2455 2469 2480 2488 2495 2522 2552 2556 2573 2578 2585 2588 2590 2598 2619 2637 2640 2640 2649 2654 2655 2661 2664 2666 2668 2671 2673 2677 2690 2695 2701 2721 2724 2724 2724 2724 2731 2731 2742 2743 2745 2747 2756 2756 2761 2761 2769 2804 2837 2838 2838 2840 2850 2855 2856 2882 2884 2884 2886 2892 2895 2895 2896 2898 2899 2900 2902 2902 2905 2906 2906 2914 2922 2933 2949 2960 2968 2968 2968 2973 2973 2973 2973 2974 2974 2974 2974 2975 2975 2975 2975 2976 2977 2978 2978 2980 2980 2980 2980 2980 2980 2980 2981 2981 2981 2981 2983 2983 2983 2984 2984 2984 2985 2985 2991 2991 2993 3014 3022 3024 3027 3030 3030 3030 3033 3033 3045 3053 3058 3066 3070 3071 3077 3085 3086 3092 3092 3092 3095 3103 3110 3116 3117 3117 3124 3124 3124 3126 3133 3134 3134 3134 3135 3135 3136 3136 3136 3136 3136 3139 3139 3139 3139 3139 3139 3139 3141 3141 3141 3141 3141 3141 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3148 3148 3148 3148 3144 3144 3144 3144 3144 3144 3144 3144 3144 3144 3144 3144 3144 3144 3144 3144 3144 3144 3144 3144 3144 3144 3144 3144 3144 3144 3144 3144 3144 3144 3144 3144 3144 3144 3144 3144 3144 3144 3144 3146 3146 3146 3146 3147 3147 3147 3147 3147 3147 3147 3147 3147 3147 3147 3147 3147 3147 3147 3147 3147 3147 3147 3147 3147 3147 3147 3147 3147 3147 3147 3147 3147 3147 3147 3148 3148 3148 3148 3148 3148 3148 3148 3148 3148 3148 3148 3148 3148 3148 3148 3154 3154 3154 3154 3154 3155 3155 3155 3155 3155 3155 3155 3155 3155 3155 3155 3155 3155 3155 3155 3155 3155 3155 3155 3155 3155 3155 3155 3155 3155 3155 3155 3155 3155 3155 3155 3155 3155
recovered Nigeria 9.082 8.6753 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 2 2 2 2 2 3 3 3 8 8 9 20 25 25 33 35 44 44 51 58 70 85 91 99 128 152 159 166 170 188 188 197 197 208 222 239 255 255 307 319 351 351 400 417 481 534 601 679 745 778 902 959 1070 1180 1320 1472 1594 1644 1734 1840 1907 2007 2174 2263 2311 2385 2501 2592 2697 2856 3007 3122 3240 3329 3535 3696 3826 3959 4040 4206 4351 4494 4891 5101 5220 5349 5623 5967 6307 6581 6718 6879 7109 7338 7613 7822 8253 8625 9007 9402 9746 10152 10801 11069 11462 11665 11828 12108 12373 12546 12795 13103 13447 13671 13792 13999 14292 14633 14938 15105 15333 15677 15815 16061 16559 16948 17374 18203 18764 19004 19270 19565 20087 20308 20663 31851 32165 32430 32637 33044 33186 33346 33609 33943 34309 35998 36290 36497 36834 37051 37304 37569 37885 38767 38945 39257 39964 40281 40726 41017 41314 41513 41638 42010 42439 42627 42816 42922 43013 43231 43334 43610 43810 43998 44088 44152 44337 44430 47872 48092 48305 48431 48569 48674 48836 48985 49098 49606 49722 49794 49895 49937 50358 50452 50593 50718 50768 50951 51308 51403 51551 51614 51711 51735 51943 52006 52143 52194 52304 56557 56611 56697 56797 56880 56985 57190 57285 57465 57571 57916 58095 58249 58430 58675 58790 59328 59634 59675 59748 59844 59884 59910 60069 60333 60737 60790 60936 61029 61073 61162 61337 61457 61573 61782 61884 62076 62241 62311 62493 62585 62686 62819 63055 63282 63430 63839 64291 64467 64650 64774 64947 65110 65242 65474 65722 65850 66090 66314 66494 66775 67110 67484 67784 68303 68493 68879 69274 69651 70248 70495 71034 71357 71937 73322 73713 74373 74789 75044 75699 76396 77299 77982 78552 79417 80030 80491 81574 82555 83830 84535 85367 89317 89939 91200 92336 93646 94130 95901 97228 98359 99276 100365 100853 102780 103712 104989 106275 107551 108657 110449 111639 112557 113525 114635 115755 116947 118012 118866 120399 120838 123009 124483 125722 126417 127524 128005 128619 129300 129943 130818 131699 132544 133256 133768 133904 134551 135812 136335 137025 137645 137890 138502 139056 139983 142404 144059 144714 145399 145752 146072 146395 146890 147581 147775 147899 148125 148530 148726 149882 149986 150205 150308 150466 151532 151648 151708 151835 151853 151998 152045 153630 153788 154005 154073 154098 154107 154177 154225 154270 154285 154304 154325 154332 154384 154406 154441 154578 154643 154687 154926 154963 155012 155021 155041 155101 155101 155109 155371 155371 155403 155424 155454 156250 156297 156318 156358 156374 156387 156399 156412 156413 156415 156415 156456 156459 156462 156468 156476 156492 156528 156529 156535 156546 156557 156558 158781 159935 159946 162521 162584 162994 163096 163190 163259 163331 163331 163430 163436 163463 163469 163483 163528 163535 163540 163550 163557 163797 163913 163917 163933 163937 163946 163949 163984 163985 164244 164273 164369 164378 164382 164400 164405 164408 164415 164423 164431 164439 164476 164623 164652 164662 164666 164672 164699 164720 164733 164733 164772 164772 164788 164789 164798 164837 164886 164930 164978 164994 165005 165037 165122 165208 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
confirmed Nigeria 9.082 8.6753 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 2 2 2 2 2 2 2 2 3 8 8 12 22 30 40 44 51 65 70 89 111 131 135 174 184 210 214 232 238 254 276 288 305 318 323 343 373 407 442 493 542 627 665 665 873 981 1095 1182 1273 1337 1532 1728 1932 2170 2388 2558 2802 2950 3145 3526 3912 4151 4399 4641 4787 4971 5162 5450 5621 5959 6175 6401 6677 7016 7261 7526 7839 8068 8344 8733 8915 9302 9855 10162 10578 10819 11166 11516 11844 12233 12486 12801 13464 13873 14554 15181 15682 16085 16658 17148 17735 18480 19147 19808 20244 20919 21371 22020 22614 23298 24077 24567 25133 25694 26484 27110 27564 28167 28711 29286 29789 30249 30748 31323 31987 32558 33153 33616 34259 34854 35454 36107 36663 37225 37801 38344 38948 39539 39977 40532 41180 41804 42208 42689 43151 43537 43841 44129 44433 44890 45244 45687 46140 46577 46867 47290 47743 48116 48445 48770 49068 49485 49895 50488 50964 51304 51905 52227 52548 52800 53021 53317 53477 53727 53865 54008 54247 54463 54588 54743 54905 55005 55160 55456 55632 55829 56017 56177 56256 56388 56478 56604 56735 56956 57145 57242 57437 57613 57724 57849 58062 58198 58324 58460 58647 58848 59001 59127 59287 59345 59465 59583 59738 59841 59992 60103 60266 60430 60655 60834 60982 61194 61307 61440 61558 61630 61667 61805 61882 61930 61992 62111 62224 62371 62521 62691 62853 62964 63036 63173 63328 63508 63731 63790 64090 64184 64336 64516 64728 64884 64996 65148 65305 65457 65693 65839 65982 66228 66383 66439 66607 66805 66974 67220 67330 67412 67557 67838 67960 68303 68627 68937 69255 69645 70195 70669 71344 72140 72757 73175 73374 74132 75062 76207 77013 77933 78434 78790 79789 80922 81963 82747 83576 84414 84811 85560 86576 87607 88587 89163 90080 91351 92705 94369 95934 97478 99063 100087 101331 102601 103999 105478 107345 108943 110387 112004 113305 114691 116655 118138 120602 121566 122996 124299 126160 127024 128674 130557 131242 131918 133552 134690 136030 137654 139242 139748 140391 141447 142578 143516 144521 145664 146184 146928 148296 149369 150246 150908 151553 152074 152616 153187 153842 154476 155076 155417 155657 156017 156496 156960 157671 158042 158237 158506 158906 159252 159646 159933 160332 160537 160657 160895 161074 161261 161409 161539 161651 161737 161868 162076 162178 162275 162388 162489 162593 162641 162762 162891 162997 163063 163113 163195 163330 163388 163498 163581 163652 163736 163799 163837 163911 164000 164080 164147 164207 164233 164303 164423 164488 164588 164633 164684 164719 164756 164912 164993 165055 165110 165110 165153 165199 165215 165273 165301 165340 165370 165419 165468 165515 165559 165612 165661 165702 165709 165778 165778 165852 165901 165944 165979 166019 166061 166098 166146 166191 166254 166285 166315 166518 166534 166560 166682 166730 166756 166767 166816 166918 166982 166982 167051 167059 167066 167078 167095 167103 167142 167155 167206 167206 167292 167331 167375 167401 167430 167465 167467 167532 167543 167618 167692 167732 167803 167859 167909 168000 168110 168256 168442 168540 168552 168713 168867 168915 169074 169206 169329 169532 169678 169884 169884 170306 170306 170895 171111 171324 171728 172263 172821 173411 173908 174315 174759 175264 176011 176577 177142 177615 178086 178508 179118 179908 180661 181297 181962 182503 183087 183444 183444 185267 185571 185571 187023 187588 188243 188880 189715 190333 190983 191345 191805 192431 193013 193644 194088 195052 195511 195890 196487 197046 197773 198239 198786 199151 199538 200057 200356 200356 201294 201630 201798 202191 202704 203081 203514 203991 204201 204456 204752 205047 205484 205779 205940 206064 206138 206279 206561 206561 207167 207479 207618 207694 207978 207979 208404 208404 208797 209173 209298 209387 209546 209713 209960 210136 210295 210460 211171 211330 211496 211678 211798 211887 211961 212051 212150 212359 212446 212511 212627 212713 212765 212829 212894 212947 213076 213127 213147 213177 213177 213403 213464 213487 213532 213589 213589 213677 213677 213883 213883 213924 213982 214113 214218 214270 214270 214513 214567 214622 214789 214896 215164 215164 216451 217063 217481 217481 218596 220020 221071 222655 222655 223483 225255 225255 231413 233353 234709 236014 237561 238420 239019 240387 241513 241513 242877 242877 244120 244548 245404 246195 247009 247775 248312 248732 249154 249586 250009 250009 250628 250929 251178 251341 251571 251571 251930 251959 252187 252428 252678 252753 252753 252912 253001 253023 253181 253340 253405 253405 253540 253685 253727 253780 253838 253875 253875 253923 253978 254016 254016 254124 254137 254137 254221 254243 254243 254293 254352 254352 254428 254428 254501 254525 254560 254570 254598 254606 254637 254637 254640 254659 254777 254777 254861 254894 254953 254953 254989 255001 255001 255092 255103 255103 255103 255103 255190 255244 255244 255244 255296 255296 255341 255341 255415 255415 255468 255468 255468 255468 255516 255516 255575 255575 255606 255606 255633 255663 255633 255646 255646 255648 255648 255648 255670 255670 255679 255685 255685 255685 255685 255685 255685 255716 255716 255716 255753 255753 255766 255766 255766 255766 255766 255766 255766 255802 255802 255836 255836 255859 255859 255859 255859 255889 255924 255924 255937 255937 255937 255972 255972 256004 256028 256028 256028 256028 256028 256028 256113 256113 256148 256148 256148 256227 256227 256264 256264 256352 256352 256352 256404 256404 256467 256467 256573 256573 256573 256711 256711 256711 256711 256958 256958 256958 256958 256958 257290 257290 257637 257637 257637 257637 257637 257637 257637 258517 258517 258517 258874 258874 258934 258934 259007 259007 259007 259485 259485 259720 259720 260339 260339 260339 260764 260764 260977 260977 260977 260977 260977 261473 261473 261473 261473 261473 261885 261885 261885 261885 262402 262402 262520 262520 262520 262664 262664 262748 262748 262912 262912 262912 263090 263090 263322 263322 263407 263407 263407 263526 263526 263694 263694 263867 263867 263867 264014 264014 264299 264299 264299 264450 264450 264617 264617 264744 264744 264933 264933 264933 265008 265008 265090 265090 265186 265186 265186 265316 265316 265382 265382 265431 265431 265431 265505 265505 265741 265741 265816 265816 265816 265816 265816 265816 265816 265937
In [49]:
#Checking for Null Values
nigeria_timeseries.isnull().sum(axis=1)
Out[49]:
deaths       0
recovered    0
confirmed    0
dtype: int64
In [50]:
nigeria_timeseries
Out[50]:
Country/Region Lat Long 1/22/20 1/23/20 1/24/20 1/25/20 1/26/20 1/27/20 1/28/20 1/29/20 1/30/20 1/31/20 2/1/20 2/2/20 2/3/20 2/4/20 2/5/20 2/6/20 2/7/20 2/8/20 2/9/20 2/10/20 2/11/20 2/12/20 2/13/20 2/14/20 2/15/20 2/16/20 2/17/20 2/18/20 2/19/20 2/20/20 2/21/20 2/22/20 2/23/20 2/24/20 2/25/20 2/26/20 2/27/20 2/28/20 2/29/20 3/1/20 3/2/20 3/3/20 3/4/20 3/5/20 3/6/20 3/7/20 3/8/20 3/9/20 3/10/20 3/11/20 3/12/20 3/13/20 3/14/20 3/15/20 3/16/20 3/17/20 3/18/20 3/19/20 3/20/20 3/21/20 3/22/20 3/23/20 3/24/20 3/25/20 3/26/20 3/27/20 3/28/20 3/29/20 3/30/20 3/31/20 4/1/20 4/2/20 4/3/20 4/4/20 4/5/20 4/6/20 4/7/20 4/8/20 4/9/20 4/10/20 4/11/20 4/12/20 4/13/20 4/14/20 4/15/20 4/16/20 4/17/20 4/18/20 4/19/20 4/20/20 4/21/20 4/22/20 4/23/20 4/24/20 4/25/20 4/26/20 4/27/20 4/28/20 4/29/20 4/30/20 5/1/20 5/2/20 5/3/20 5/4/20 5/5/20 5/6/20 5/7/20 5/8/20 5/9/20 5/10/20 5/11/20 5/12/20 5/13/20 5/14/20 5/15/20 5/16/20 5/17/20 5/18/20 5/19/20 5/20/20 5/21/20 5/22/20 5/23/20 5/24/20 5/25/20 5/26/20 5/27/20 5/28/20 5/29/20 5/30/20 5/31/20 6/1/20 6/2/20 6/3/20 6/4/20 6/5/20 6/6/20 6/7/20 6/8/20 6/9/20 6/10/20 6/11/20 6/12/20 6/13/20 6/14/20 6/15/20 6/16/20 6/17/20 6/18/20 6/19/20 6/20/20 6/21/20 6/22/20 6/23/20 6/24/20 6/25/20 6/26/20 6/27/20 6/28/20 6/29/20 6/30/20 7/1/20 7/2/20 7/3/20 7/4/20 7/5/20 7/6/20 7/7/20 7/8/20 7/9/20 7/10/20 7/11/20 7/12/20 7/13/20 7/14/20 7/15/20 7/16/20 7/17/20 7/18/20 7/19/20 7/20/20 7/21/20 7/22/20 7/23/20 7/24/20 7/25/20 7/26/20 7/27/20 7/28/20 7/29/20 7/30/20 7/31/20 8/1/20 8/2/20 8/3/20 8/4/20 8/5/20 8/6/20 8/7/20 8/8/20 8/9/20 8/10/20 8/11/20 8/12/20 8/13/20 8/14/20 8/15/20 8/16/20 8/17/20 8/18/20 8/19/20 8/20/20 8/21/20 8/22/20 8/23/20 8/24/20 8/25/20 8/26/20 8/27/20 8/28/20 8/29/20 8/30/20 8/31/20 9/1/20 9/2/20 9/3/20 9/4/20 9/5/20 9/6/20 9/7/20 9/8/20 9/9/20 9/10/20 9/11/20 9/12/20 9/13/20 9/14/20 9/15/20 9/16/20 9/17/20 9/18/20 9/19/20 9/20/20 9/21/20 9/22/20 9/23/20 9/24/20 9/25/20 9/26/20 9/27/20 9/28/20 9/29/20 9/30/20 10/1/20 10/2/20 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1/29/21 1/30/21 1/31/21 2/1/21 2/2/21 2/3/21 2/4/21 2/5/21 2/6/21 2/7/21 2/8/21 2/9/21 2/10/21 2/11/21 2/12/21 2/13/21 2/14/21 2/15/21 2/16/21 2/17/21 2/18/21 2/19/21 2/20/21 2/21/21 2/22/21 2/23/21 2/24/21 2/25/21 2/26/21 2/27/21 2/28/21 3/1/21 3/2/21 3/3/21 3/4/21 3/5/21 3/6/21 3/7/21 3/8/21 3/9/21 3/10/21 3/11/21 3/12/21 3/13/21 3/14/21 3/15/21 3/16/21 3/17/21 3/18/21 3/19/21 3/20/21 3/21/21 3/22/21 3/23/21 3/24/21 3/25/21 3/26/21 3/27/21 3/28/21 3/29/21 3/30/21 3/31/21 4/1/21 4/2/21 4/3/21 4/4/21 4/5/21 4/6/21 4/7/21 4/8/21 4/9/21 4/10/21 4/11/21 4/12/21 4/13/21 4/14/21 4/15/21 4/16/21 4/17/21 4/18/21 4/19/21 4/20/21 4/21/21 4/22/21 4/23/21 4/24/21 4/25/21 4/26/21 4/27/21 4/28/21 4/29/21 4/30/21 5/1/21 5/2/21 5/3/21 5/4/21 5/5/21 5/6/21 5/7/21 5/8/21 5/9/21 5/10/21 5/11/21 5/12/21 5/13/21 5/14/21 5/15/21 5/16/21 5/17/21 5/18/21 5/19/21 5/20/21 5/21/21 5/22/21 5/23/21 5/24/21 5/25/21 5/26/21 5/27/21 5/28/21 5/29/21 5/30/21 5/31/21 6/1/21 6/2/21 6/3/21 6/4/21 6/5/21 6/6/21 6/7/21 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2/10/22 2/11/22 2/12/22 2/13/22 2/14/22 2/15/22 2/16/22 2/17/22 2/18/22 2/19/22 2/20/22 2/21/22 2/22/22 2/23/22 2/24/22 2/25/22 2/26/22 2/27/22 2/28/22 3/1/22 3/2/22 3/3/22 3/4/22 3/5/22 3/6/22 3/7/22 3/8/22 3/9/22 3/10/22 3/11/22 3/12/22 3/13/22 3/14/22 3/15/22 3/16/22 3/17/22 3/18/22 3/19/22 3/20/22 3/21/22 3/22/22 3/23/22 3/24/22 3/25/22 3/26/22 3/27/22 3/28/22 3/29/22 3/30/22 3/31/22 4/1/22 4/2/22 4/3/22 4/4/22 4/5/22 4/6/22 4/7/22 4/8/22 4/9/22 4/10/22 4/11/22 4/12/22 4/13/22 4/14/22 4/15/22 4/16/22 4/17/22 4/18/22 4/19/22 4/20/22 4/21/22 4/22/22 4/23/22 4/24/22 4/25/22 4/26/22 4/27/22 4/28/22 4/29/22 4/30/22 5/1/22 5/2/22 5/3/22 5/4/22 5/5/22 5/6/22 5/7/22 5/8/22 5/9/22 5/10/22 5/11/22 5/12/22 5/13/22 5/14/22 5/15/22 5/16/22 5/17/22 5/18/22 5/19/22 5/20/22 5/21/22 5/22/22 5/23/22 5/24/22 5/25/22 5/26/22 5/27/22 5/28/22 5/29/22 5/30/22 5/31/22 6/1/22 6/2/22 6/3/22 6/4/22 6/5/22 6/6/22 6/7/22 6/8/22 6/9/22 6/10/22 6/11/22 6/12/22 6/13/22 6/14/22 6/15/22 6/16/22 6/17/22 6/18/22 6/19/22 6/20/22 6/21/22 6/22/22 6/23/22 6/24/22 6/25/22 6/26/22 6/27/22 6/28/22 6/29/22 6/30/22 7/1/22 7/2/22 7/3/22 7/4/22 7/5/22 7/6/22 7/7/22 7/8/22 7/9/22 7/10/22 7/11/22 7/12/22 7/13/22 7/14/22 7/15/22 7/16/22 7/17/22 7/18/22 7/19/22 7/20/22 7/21/22 7/22/22 7/23/22 7/24/22 7/25/22 7/26/22 7/27/22 7/28/22 7/29/22 7/30/22 7/31/22 8/1/22 8/2/22 8/3/22 8/4/22 8/5/22 8/6/22 8/7/22 8/8/22 8/9/22 8/10/22 8/11/22 8/12/22 8/13/22 8/14/22 8/15/22 8/16/22 8/17/22 8/18/22 8/19/22 8/20/22 8/21/22 8/22/22 8/23/22 8/24/22 8/25/22 8/26/22 8/27/22 8/28/22 8/29/22 8/30/22 8/31/22 9/1/22 9/2/22 9/3/22 9/4/22 9/5/22 9/6/22 9/7/22 9/8/22 9/9/22 9/10/22 9/11/22 9/12/22 9/13/22 9/14/22 9/15/22 9/16/22 9/17/22 9/18/22 9/19/22 9/20/22 9/21/22 9/22/22 9/23/22 9/24/22 9/25/22 9/26/22 9/27/22 9/28/22 9/29/22 9/30/22 10/1/22 10/2/22 10/3/22 10/4/22 10/5/22 10/6/22 10/7/22 10/8/22 10/9/22 10/10/22 10/11/22 10/12/22 10/13/22 10/14/22 10/15/22
deaths Nigeria 9.082 8.6753 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 2 2 2 2 4 4 5 5 6 6 7 7 10 10 10 11 12 13 17 19 21 22 22 28 31 32 35 40 40 44 51 58 68 85 87 93 98 103 107 117 128 143 150 158 164 167 171 176 182 191 192 200 211 221 221 226 233 249 254 259 261 273 287 299 314 315 323 333 342 354 361 365 382 387 399 407 420 424 455 469 475 487 506 518 525 533 542 549 554 558 565 573 590 603 616 628 634 645 654 669 684 689 709 724 740 744 754 760 769 772 778 789 801 805 813 833 845 856 858 860 868 873 878 879 883 888 896 910 927 930 936 942 945 950 956 956 966 973 974 975 977 981 985 992 996 997 1002 1004 1007 1010 1011 1011 1011 1013 1013 1023 1027 1048 1051 1054 1057 1061 1067 1070 1075 1076 1078 1082 1083 1088 1091 1093 1094 1095 1098 1100 1100 1102 1102 1103 1106 1108 1111 1111 1112 1112 1112 1113 1113 1113 1113 1113 1113 1113 1115 1115 1115 1116 1116 1116 1119 1123 1125 1125 1125 1125 1127 1129 1129 1130 1132 1135 1139 1141 1144 1144 1146 1147 1151 1155 1155 1155 1155 1154 1158 1160 1162 1162 1163 1163 1163 1163 1163 1163 1165 1165 1166 1167 1168 1169 1169 1169 1171 1171 1173 1173 1176 1177 1179 1179 1180 1180 1181 1182 1184 1190 1190 1194 1197 1197 1200 1200 1201 1212 1218 1221 1227 1231 1236 1242 1246 1247 1254 1264 1267 1278 1289 1294 1302 1311 1318 1319 1324 1330 1342 1350 1358 1361 1373 1382 1405 1413 1420 1435 1449 1464 1478 1485 1490 1502 1504 1507 1522 1543 1547 1577 1578 1586 1607 1613 1618 1632 1641 1647 1667 1673 1694 1702 1710 1734 1747 1752 1761 1777 1787 1803 1813 1831 1839 1862 1874 1885 1891 1902 1905 1907 1915 1923 1939 1951 1954 1964 1969 1982 1988 1993 2001 2009 2013 2013 2016 2018 2027 2027 2027 2030 2030 2030 2031 2031 2036 2039 2041 2048 2049 2056 2057 2058 2058 2058 2058 2058 2058 2058 2058 2059 2060 2060 2061 2061 2061 2061 2061 2061 2061 2061 2061 2061 2061 2061 2061 2062 2062 2063 2063 2063 2063 2063 2063 2063 2063 2065 2065 2065 2065 2065 2065 2065 2066 2066 2066 2066 2066 2067 2067 2067 2067 2067 2067 2067 2067 2071 2071 2071 2071 2071 2071 2099 2099 2099 2117 2117 2117 2117 2117 2117 2117 2117 2117 2117 2117 2117 2117 2117 2117 2117 2117 2117 2118 2118 2118 2118 2119 2119 2119 2119 2120 2120 2121 2121 2121 2121 2122 2122 2122 2122 2122 2122 2124 2124 2125 2125 2126 2126 2126 2127 2128 2128 2128 2130 2130 2132 2132 2134 2134 2139 2141 2149 2149 2149 2160 2163 2167 2178 2181 2185 2187 2192 2194 2195 2200 2211 2219 2219 2223 2229 2229 2244 2247 2247 2268 2276 2281 2288 2298 2308 2361 2454 2455 2469 2480 2488 2495 2522 2552 2556 2573 2578 2585 2588 2590 2598 2619 2637 2640 2640 2649 2654 2655 2661 2664 2666 2668 2671 2673 2677 2690 2695 2701 2721 2724 2724 2724 2724 2731 2731 2742 2743 2745 2747 2756 2756 2761 2761 2769 2804 2837 2838 2838 2840 2850 2855 2856 2882 2884 2884 2886 2892 2895 2895 2896 2898 2899 2900 2902 2902 2905 2906 2906 2914 2922 2933 2949 2960 2968 2968 2968 2973 2973 2973 2973 2974 2974 2974 2974 2975 2975 2975 2975 2976 2977 2978 2978 2980 2980 2980 2980 2980 2980 2980 2981 2981 2981 2981 2983 2983 2983 2984 2984 2984 2985 2985 2991 2991 2993 3014 3022 3024 3027 3030 3030 3030 3033 3033 3045 3053 3058 3066 3070 3071 3077 3085 3086 3092 3092 3092 3095 3103 3110 3116 3117 3117 3124 3124 3124 3126 3133 3134 3134 3134 3135 3135 3136 3136 3136 3136 3136 3139 3139 3139 3139 3139 3139 3139 3141 3141 3141 3141 3141 3141 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3142 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3143 3148 3148 3148 3148 3144 3144 3144 3144 3144 3144 3144 3144 3144 3144 3144 3144 3144 3144 3144 3144 3144 3144 3144 3144 3144 3144 3144 3144 3144 3144 3144 3144 3144 3144 3144 3144 3144 3144 3144 3144 3144 3144 3144 3146 3146 3146 3146 3147 3147 3147 3147 3147 3147 3147 3147 3147 3147 3147 3147 3147 3147 3147 3147 3147 3147 3147 3147 3147 3147 3147 3147 3147 3147 3147 3147 3147 3147 3147 3148 3148 3148 3148 3148 3148 3148 3148 3148 3148 3148 3148 3148 3148 3148 3148 3154 3154 3154 3154 3154 3155 3155 3155 3155 3155 3155 3155 3155 3155 3155 3155 3155 3155 3155 3155 3155 3155 3155 3155 3155 3155 3155 3155 3155 3155 3155 3155 3155 3155 3155 3155 3155 3155
recovered Nigeria 9.082 8.6753 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 2 2 2 2 2 3 3 3 8 8 9 20 25 25 33 35 44 44 51 58 70 85 91 99 128 152 159 166 170 188 188 197 197 208 222 239 255 255 307 319 351 351 400 417 481 534 601 679 745 778 902 959 1070 1180 1320 1472 1594 1644 1734 1840 1907 2007 2174 2263 2311 2385 2501 2592 2697 2856 3007 3122 3240 3329 3535 3696 3826 3959 4040 4206 4351 4494 4891 5101 5220 5349 5623 5967 6307 6581 6718 6879 7109 7338 7613 7822 8253 8625 9007 9402 9746 10152 10801 11069 11462 11665 11828 12108 12373 12546 12795 13103 13447 13671 13792 13999 14292 14633 14938 15105 15333 15677 15815 16061 16559 16948 17374 18203 18764 19004 19270 19565 20087 20308 20663 31851 32165 32430 32637 33044 33186 33346 33609 33943 34309 35998 36290 36497 36834 37051 37304 37569 37885 38767 38945 39257 39964 40281 40726 41017 41314 41513 41638 42010 42439 42627 42816 42922 43013 43231 43334 43610 43810 43998 44088 44152 44337 44430 47872 48092 48305 48431 48569 48674 48836 48985 49098 49606 49722 49794 49895 49937 50358 50452 50593 50718 50768 50951 51308 51403 51551 51614 51711 51735 51943 52006 52143 52194 52304 56557 56611 56697 56797 56880 56985 57190 57285 57465 57571 57916 58095 58249 58430 58675 58790 59328 59634 59675 59748 59844 59884 59910 60069 60333 60737 60790 60936 61029 61073 61162 61337 61457 61573 61782 61884 62076 62241 62311 62493 62585 62686 62819 63055 63282 63430 63839 64291 64467 64650 64774 64947 65110 65242 65474 65722 65850 66090 66314 66494 66775 67110 67484 67784 68303 68493 68879 69274 69651 70248 70495 71034 71357 71937 73322 73713 74373 74789 75044 75699 76396 77299 77982 78552 79417 80030 80491 81574 82555 83830 84535 85367 89317 89939 91200 92336 93646 94130 95901 97228 98359 99276 100365 100853 102780 103712 104989 106275 107551 108657 110449 111639 112557 113525 114635 115755 116947 118012 118866 120399 120838 123009 124483 125722 126417 127524 128005 128619 129300 129943 130818 131699 132544 133256 133768 133904 134551 135812 136335 137025 137645 137890 138502 139056 139983 142404 144059 144714 145399 145752 146072 146395 146890 147581 147775 147899 148125 148530 148726 149882 149986 150205 150308 150466 151532 151648 151708 151835 151853 151998 152045 153630 153788 154005 154073 154098 154107 154177 154225 154270 154285 154304 154325 154332 154384 154406 154441 154578 154643 154687 154926 154963 155012 155021 155041 155101 155101 155109 155371 155371 155403 155424 155454 156250 156297 156318 156358 156374 156387 156399 156412 156413 156415 156415 156456 156459 156462 156468 156476 156492 156528 156529 156535 156546 156557 156558 158781 159935 159946 162521 162584 162994 163096 163190 163259 163331 163331 163430 163436 163463 163469 163483 163528 163535 163540 163550 163557 163797 163913 163917 163933 163937 163946 163949 163984 163985 164244 164273 164369 164378 164382 164400 164405 164408 164415 164423 164431 164439 164476 164623 164652 164662 164666 164672 164699 164720 164733 164733 164772 164772 164788 164789 164798 164837 164886 164930 164978 164994 165005 165037 165122 165208 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
confirmed Nigeria 9.082 8.6753 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 2 2 2 2 2 2 2 2 3 8 8 12 22 30 40 44 51 65 70 89 111 131 135 174 184 210 214 232 238 254 276 288 305 318 323 343 373 407 442 493 542 627 665 665 873 981 1095 1182 1273 1337 1532 1728 1932 2170 2388 2558 2802 2950 3145 3526 3912 4151 4399 4641 4787 4971 5162 5450 5621 5959 6175 6401 6677 7016 7261 7526 7839 8068 8344 8733 8915 9302 9855 10162 10578 10819 11166 11516 11844 12233 12486 12801 13464 13873 14554 15181 15682 16085 16658 17148 17735 18480 19147 19808 20244 20919 21371 22020 22614 23298 24077 24567 25133 25694 26484 27110 27564 28167 28711 29286 29789 30249 30748 31323 31987 32558 33153 33616 34259 34854 35454 36107 36663 37225 37801 38344 38948 39539 39977 40532 41180 41804 42208 42689 43151 43537 43841 44129 44433 44890 45244 45687 46140 46577 46867 47290 47743 48116 48445 48770 49068 49485 49895 50488 50964 51304 51905 52227 52548 52800 53021 53317 53477 53727 53865 54008 54247 54463 54588 54743 54905 55005 55160 55456 55632 55829 56017 56177 56256 56388 56478 56604 56735 56956 57145 57242 57437 57613 57724 57849 58062 58198 58324 58460 58647 58848 59001 59127 59287 59345 59465 59583 59738 59841 59992 60103 60266 60430 60655 60834 60982 61194 61307 61440 61558 61630 61667 61805 61882 61930 61992 62111 62224 62371 62521 62691 62853 62964 63036 63173 63328 63508 63731 63790 64090 64184 64336 64516 64728 64884 64996 65148 65305 65457 65693 65839 65982 66228 66383 66439 66607 66805 66974 67220 67330 67412 67557 67838 67960 68303 68627 68937 69255 69645 70195 70669 71344 72140 72757 73175 73374 74132 75062 76207 77013 77933 78434 78790 79789 80922 81963 82747 83576 84414 84811 85560 86576 87607 88587 89163 90080 91351 92705 94369 95934 97478 99063 100087 101331 102601 103999 105478 107345 108943 110387 112004 113305 114691 116655 118138 120602 121566 122996 124299 126160 127024 128674 130557 131242 131918 133552 134690 136030 137654 139242 139748 140391 141447 142578 143516 144521 145664 146184 146928 148296 149369 150246 150908 151553 152074 152616 153187 153842 154476 155076 155417 155657 156017 156496 156960 157671 158042 158237 158506 158906 159252 159646 159933 160332 160537 160657 160895 161074 161261 161409 161539 161651 161737 161868 162076 162178 162275 162388 162489 162593 162641 162762 162891 162997 163063 163113 163195 163330 163388 163498 163581 163652 163736 163799 163837 163911 164000 164080 164147 164207 164233 164303 164423 164488 164588 164633 164684 164719 164756 164912 164993 165055 165110 165110 165153 165199 165215 165273 165301 165340 165370 165419 165468 165515 165559 165612 165661 165702 165709 165778 165778 165852 165901 165944 165979 166019 166061 166098 166146 166191 166254 166285 166315 166518 166534 166560 166682 166730 166756 166767 166816 166918 166982 166982 167051 167059 167066 167078 167095 167103 167142 167155 167206 167206 167292 167331 167375 167401 167430 167465 167467 167532 167543 167618 167692 167732 167803 167859 167909 168000 168110 168256 168442 168540 168552 168713 168867 168915 169074 169206 169329 169532 169678 169884 169884 170306 170306 170895 171111 171324 171728 172263 172821 173411 173908 174315 174759 175264 176011 176577 177142 177615 178086 178508 179118 179908 180661 181297 181962 182503 183087 183444 183444 185267 185571 185571 187023 187588 188243 188880 189715 190333 190983 191345 191805 192431 193013 193644 194088 195052 195511 195890 196487 197046 197773 198239 198786 199151 199538 200057 200356 200356 201294 201630 201798 202191 202704 203081 203514 203991 204201 204456 204752 205047 205484 205779 205940 206064 206138 206279 206561 206561 207167 207479 207618 207694 207978 207979 208404 208404 208797 209173 209298 209387 209546 209713 209960 210136 210295 210460 211171 211330 211496 211678 211798 211887 211961 212051 212150 212359 212446 212511 212627 212713 212765 212829 212894 212947 213076 213127 213147 213177 213177 213403 213464 213487 213532 213589 213589 213677 213677 213883 213883 213924 213982 214113 214218 214270 214270 214513 214567 214622 214789 214896 215164 215164 216451 217063 217481 217481 218596 220020 221071 222655 222655 223483 225255 225255 231413 233353 234709 236014 237561 238420 239019 240387 241513 241513 242877 242877 244120 244548 245404 246195 247009 247775 248312 248732 249154 249586 250009 250009 250628 250929 251178 251341 251571 251571 251930 251959 252187 252428 252678 252753 252753 252912 253001 253023 253181 253340 253405 253405 253540 253685 253727 253780 253838 253875 253875 253923 253978 254016 254016 254124 254137 254137 254221 254243 254243 254293 254352 254352 254428 254428 254501 254525 254560 254570 254598 254606 254637 254637 254640 254659 254777 254777 254861 254894 254953 254953 254989 255001 255001 255092 255103 255103 255103 255103 255190 255244 255244 255244 255296 255296 255341 255341 255415 255415 255468 255468 255468 255468 255516 255516 255575 255575 255606 255606 255633 255663 255633 255646 255646 255648 255648 255648 255670 255670 255679 255685 255685 255685 255685 255685 255685 255716 255716 255716 255753 255753 255766 255766 255766 255766 255766 255766 255766 255802 255802 255836 255836 255859 255859 255859 255859 255889 255924 255924 255937 255937 255937 255972 255972 256004 256028 256028 256028 256028 256028 256028 256113 256113 256148 256148 256148 256227 256227 256264 256264 256352 256352 256352 256404 256404 256467 256467 256573 256573 256573 256711 256711 256711 256711 256958 256958 256958 256958 256958 257290 257290 257637 257637 257637 257637 257637 257637 257637 258517 258517 258517 258874 258874 258934 258934 259007 259007 259007 259485 259485 259720 259720 260339 260339 260339 260764 260764 260977 260977 260977 260977 260977 261473 261473 261473 261473 261473 261885 261885 261885 261885 262402 262402 262520 262520 262520 262664 262664 262748 262748 262912 262912 262912 263090 263090 263322 263322 263407 263407 263407 263526 263526 263694 263694 263867 263867 263867 264014 264014 264299 264299 264299 264450 264450 264617 264617 264744 264744 264933 264933 264933 265008 265008 265090 265090 265186 265186 265186 265316 265316 265382 265382 265431 265431 265431 265505 265505 265741 265741 265816 265816 265816 265816 265816 265816 265816 265937
In [51]:
nig_timeseries= nigeria_timeseries.T
nig_timeseries.head()
Out[51]:
deaths recovered confirmed
Country/Region Nigeria Nigeria Nigeria
Lat 9.082 9.082 9.082
Long 8.6753 8.6753 8.6753
1/22/20 0 0 0
1/23/20 0 0 0
In [52]:
nig_timeseries=nig_timeseries[4:]
nig_timeseries.head()
Out[52]:
deaths recovered confirmed
1/23/20 0 0 0
1/24/20 0 0 0
1/25/20 0 0 0
1/26/20 0 0 0
1/27/20 0 0 0
In [53]:
nig=nig_timeseries.index
In [54]:
#create date column if not in the df
if 'dates' not in nig_timeseries.columns:
    nig_timeseries.insert(0, 'dates', nig)
In [55]:
nig_timeseries.head()
Out[55]:
dates deaths recovered confirmed
1/23/20 1/23/20 0 0 0
1/24/20 1/24/20 0 0 0
1/25/20 1/25/20 0 0 0
1/26/20 1/26/20 0 0 0
1/27/20 1/27/20 0 0 0
In [56]:
nig_timeseries.columns
Out[56]:
Index(['dates', 'deaths', 'recovered', 'confirmed'], dtype='object')
In [57]:
create_list= list(range(0, len(nig_timeseries)))
#create list to use for df index
In [58]:
#set index with created list
nig_timeseries=nig_timeseries.set_index([(create_list)])
In [59]:
nig_timeseries.head()
Out[59]:
dates deaths recovered confirmed
0 1/23/20 0 0 0
1 1/24/20 0 0 0
2 1/25/20 0 0 0
3 1/26/20 0 0 0
4 1/27/20 0 0 0
In [60]:
#set date column to datetime data type
nig_timeseries['dates']= pd.to_datetime(nig_timeseries['dates'])
In [61]:
#convert numeric columns to integers
for i in ['deaths','recovered','confirmed']:
    nig_timeseries[i] =nig_timeseries[i].astype('int')
In [62]:
nig_timeseries.info()
<class 'pandas.core.frame.DataFrame'>
Int64Index: 997 entries, 0 to 996
Data columns (total 4 columns):
 #   Column     Non-Null Count  Dtype         
---  ------     --------------  -----         
 0   dates      997 non-null    datetime64[ns]
 1   deaths     997 non-null    int32         
 2   recovered  997 non-null    int32         
 3   confirmed  997 non-null    int32         
dtypes: datetime64[ns](1), int32(3)
memory usage: 27.3 KB

Task 4 - Analysis¶

In [63]:
#check the distribution of the data
data.hist(figsize=(10, 6));

TODO A - Generate a plot that shows the Top 10 states in terms of Confirmed Covid cases by Laboratory test

In [64]:
data.nlargest(10, 'lab_confirmed_cases').plot.bar(x='states', y='lab_confirmed_cases')
Out[64]:
<AxesSubplot: xlabel='states'>

TODO B - Generate a plot that shows the Top 10 states in terms of Discharged Covid cases.

In [65]:
data.nlargest(10, 'discharged').plot.bar(x='states', y='discharged');

TODO D - Plot the top 10 Death cases

In [66]:
data.nlargest(10, 'deaths').plot.bar(x='states', y='deaths');

TODO E - Generate a line plot for the total daily confirmed, recovered and death cases in Nigeria

In [67]:
#increase rows
pd.options.display.max_rows=1500
In [68]:
nig_timeseries.head(50)
Out[68]:
dates deaths recovered confirmed
0 2020-01-23 0 0 0
1 2020-01-24 0 0 0
2 2020-01-25 0 0 0
3 2020-01-26 0 0 0
4 2020-01-27 0 0 0
5 2020-01-28 0 0 0
6 2020-01-29 0 0 0
7 2020-01-30 0 0 0
8 2020-01-31 0 0 0
9 2020-02-01 0 0 0
10 2020-02-02 0 0 0
11 2020-02-03 0 0 0
12 2020-02-04 0 0 0
13 2020-02-05 0 0 0
14 2020-02-06 0 0 0
15 2020-02-07 0 0 0
16 2020-02-08 0 0 0
17 2020-02-09 0 0 0
18 2020-02-10 0 0 0
19 2020-02-11 0 0 0
20 2020-02-12 0 0 0
21 2020-02-13 0 0 0
22 2020-02-14 0 0 0
23 2020-02-15 0 0 0
24 2020-02-16 0 0 0
25 2020-02-17 0 0 0
26 2020-02-18 0 0 0
27 2020-02-19 0 0 0
28 2020-02-20 0 0 0
29 2020-02-21 0 0 0
30 2020-02-22 0 0 0
31 2020-02-23 0 0 0
32 2020-02-24 0 0 0
33 2020-02-25 0 0 0
34 2020-02-26 0 0 0
35 2020-02-27 0 0 0
36 2020-02-28 0 0 1
37 2020-02-29 0 0 1
38 2020-03-01 0 0 1
39 2020-03-02 0 0 1
40 2020-03-03 0 0 1
41 2020-03-04 0 0 1
42 2020-03-05 0 0 1
43 2020-03-06 0 0 1
44 2020-03-07 0 0 1
45 2020-03-08 0 0 1
46 2020-03-09 0 0 2
47 2020-03-10 0 0 2
48 2020-03-11 0 0 2
49 2020-03-12 0 0 2
In [69]:
#Get the actual covid data for each day
column_names =['deaths','recovered','confirmed']
new_column_names=['daily_death_count', 'daily_recovered_count', 'daily_confirmed_count']
def difference(a,b):
    nig_timeseries[b] = nig_timeseries[a].diff()
for i in range(len(column_names)):
    difference(column_names[i], new_column_names[i])
In [70]:
nig_timeseries.head(70)
Out[70]:
dates deaths recovered confirmed daily_death_count daily_recovered_count daily_confirmed_count
0 2020-01-23 0 0 0 NaN NaN NaN
1 2020-01-24 0 0 0 0.0 0.0 0.0
2 2020-01-25 0 0 0 0.0 0.0 0.0
3 2020-01-26 0 0 0 0.0 0.0 0.0
4 2020-01-27 0 0 0 0.0 0.0 0.0
5 2020-01-28 0 0 0 0.0 0.0 0.0
6 2020-01-29 0 0 0 0.0 0.0 0.0
7 2020-01-30 0 0 0 0.0 0.0 0.0
8 2020-01-31 0 0 0 0.0 0.0 0.0
9 2020-02-01 0 0 0 0.0 0.0 0.0
10 2020-02-02 0 0 0 0.0 0.0 0.0
11 2020-02-03 0 0 0 0.0 0.0 0.0
12 2020-02-04 0 0 0 0.0 0.0 0.0
13 2020-02-05 0 0 0 0.0 0.0 0.0
14 2020-02-06 0 0 0 0.0 0.0 0.0
15 2020-02-07 0 0 0 0.0 0.0 0.0
16 2020-02-08 0 0 0 0.0 0.0 0.0
17 2020-02-09 0 0 0 0.0 0.0 0.0
18 2020-02-10 0 0 0 0.0 0.0 0.0
19 2020-02-11 0 0 0 0.0 0.0 0.0
20 2020-02-12 0 0 0 0.0 0.0 0.0
21 2020-02-13 0 0 0 0.0 0.0 0.0
22 2020-02-14 0 0 0 0.0 0.0 0.0
23 2020-02-15 0 0 0 0.0 0.0 0.0
24 2020-02-16 0 0 0 0.0 0.0 0.0
25 2020-02-17 0 0 0 0.0 0.0 0.0
26 2020-02-18 0 0 0 0.0 0.0 0.0
27 2020-02-19 0 0 0 0.0 0.0 0.0
28 2020-02-20 0 0 0 0.0 0.0 0.0
29 2020-02-21 0 0 0 0.0 0.0 0.0
30 2020-02-22 0 0 0 0.0 0.0 0.0
31 2020-02-23 0 0 0 0.0 0.0 0.0
32 2020-02-24 0 0 0 0.0 0.0 0.0
33 2020-02-25 0 0 0 0.0 0.0 0.0
34 2020-02-26 0 0 0 0.0 0.0 0.0
35 2020-02-27 0 0 0 0.0 0.0 0.0
36 2020-02-28 0 0 1 0.0 0.0 1.0
37 2020-02-29 0 0 1 0.0 0.0 0.0
38 2020-03-01 0 0 1 0.0 0.0 0.0
39 2020-03-02 0 0 1 0.0 0.0 0.0
40 2020-03-03 0 0 1 0.0 0.0 0.0
41 2020-03-04 0 0 1 0.0 0.0 0.0
42 2020-03-05 0 0 1 0.0 0.0 0.0
43 2020-03-06 0 0 1 0.0 0.0 0.0
44 2020-03-07 0 0 1 0.0 0.0 0.0
45 2020-03-08 0 0 1 0.0 0.0 0.0
46 2020-03-09 0 0 2 0.0 0.0 1.0
47 2020-03-10 0 0 2 0.0 0.0 0.0
48 2020-03-11 0 0 2 0.0 0.0 0.0
49 2020-03-12 0 0 2 0.0 0.0 0.0
50 2020-03-13 0 0 2 0.0 0.0 0.0
51 2020-03-14 0 0 2 0.0 0.0 0.0
52 2020-03-15 0 0 2 0.0 0.0 0.0
53 2020-03-16 0 0 2 0.0 0.0 0.0
54 2020-03-17 0 0 3 0.0 0.0 1.0
55 2020-03-18 0 1 8 0.0 1.0 5.0
56 2020-03-19 0 1 8 0.0 0.0 0.0
57 2020-03-20 0 1 12 0.0 0.0 4.0
58 2020-03-21 0 1 22 0.0 0.0 10.0
59 2020-03-22 0 2 30 0.0 1.0 8.0
60 2020-03-23 1 2 40 1.0 0.0 10.0
61 2020-03-24 1 2 44 0.0 0.0 4.0
62 2020-03-25 1 2 51 0.0 0.0 7.0
63 2020-03-26 1 2 65 0.0 0.0 14.0
64 2020-03-27 1 3 70 0.0 1.0 5.0
65 2020-03-28 1 3 89 0.0 0.0 19.0
66 2020-03-29 1 3 111 0.0 0.0 22.0
67 2020-03-30 2 8 131 1.0 5.0 20.0
68 2020-03-31 2 8 135 0.0 0.0 4.0
69 2020-04-01 2 9 174 0.0 1.0 39.0
In [71]:
nig_timeseries.shape
Out[71]:
(997, 7)
In [72]:
nig_timeseries.info()
<class 'pandas.core.frame.DataFrame'>
Int64Index: 997 entries, 0 to 996
Data columns (total 7 columns):
 #   Column                 Non-Null Count  Dtype         
---  ------                 --------------  -----         
 0   dates                  997 non-null    datetime64[ns]
 1   deaths                 997 non-null    int32         
 2   recovered              997 non-null    int32         
 3   confirmed              997 non-null    int32         
 4   daily_death_count      996 non-null    float64       
 5   daily_recovered_count  996 non-null    float64       
 6   daily_confirmed_count  996 non-null    float64       
dtypes: datetime64[ns](1), float64(3), int32(3)
memory usage: 50.6 KB
In [73]:
#nig_timeseries
In [74]:
#Check for erroneous values as a result of incorrect data input and set them to zero.
nig_timeseries.query('daily_confirmed_count < 0')
Out[74]:
dates deaths recovered confirmed daily_death_count daily_recovered_count daily_confirmed_count
811 2022-04-13 3142 0 255633 0.0 0.0 -30.0
In [75]:
nig_timeseries.iloc[805:812]
#we can clearly see the error in row 811
Out[75]:
dates deaths recovered confirmed daily_death_count daily_recovered_count daily_confirmed_count
805 2022-04-07 3142 0 255575 0.0 0.0 59.0
806 2022-04-08 3142 0 255575 0.0 0.0 0.0
807 2022-04-09 3142 0 255606 0.0 0.0 31.0
808 2022-04-10 3142 0 255606 0.0 0.0 0.0
809 2022-04-11 3142 0 255633 0.0 0.0 27.0
810 2022-04-12 3142 0 255663 0.0 0.0 30.0
811 2022-04-13 3142 0 255633 0.0 0.0 -30.0
In [76]:
#set the value at the position to 0.
nig_timeseries.daily_confirmed_count.iloc[811]=0
In [77]:
nig_timeseries.query('daily_death_count < 0')
Out[77]:
dates deaths recovered confirmed daily_death_count daily_recovered_count daily_confirmed_count
290 2020-11-08 1154 59910 64090 -1.0 26.0 300.0
869 2022-06-10 3144 0 256264 -4.0 0.0 0.0
In [78]:
nig_timeseries.iloc[865:870]
Out[78]:
dates deaths recovered confirmed daily_death_count daily_recovered_count daily_confirmed_count
865 2022-06-06 3148 0 256148 5.0 0.0 0.0
866 2022-06-07 3148 0 256227 0.0 0.0 79.0
867 2022-06-08 3148 0 256227 0.0 0.0 0.0
868 2022-06-09 3148 0 256264 0.0 0.0 37.0
869 2022-06-10 3144 0 256264 -4.0 0.0 0.0
In [79]:
nig_timeseries.daily_death_count.iloc[869]=0
In [80]:
nig_timeseries.iloc[289:295]
Out[80]:
dates deaths recovered confirmed daily_death_count daily_recovered_count daily_confirmed_count
289 2020-11-07 1155 59884 63790 0.0 40.0 59.0
290 2020-11-08 1154 59910 64090 -1.0 26.0 300.0
291 2020-11-09 1158 60069 64184 4.0 159.0 94.0
292 2020-11-10 1160 60333 64336 2.0 264.0 152.0
293 2020-11-11 1162 60737 64516 2.0 404.0 180.0
294 2020-11-12 1162 60790 64728 0.0 53.0 212.0
In [81]:
nig_timeseries.daily_death_count.iloc[290]=0
In [82]:
nig_timeseries.query('daily_recovered_count < 0')
Out[82]:
dates deaths recovered confirmed daily_death_count daily_recovered_count daily_confirmed_count
560 2021-08-05 2178 0 176577 11.0 -165208.0 566.0
In [83]:
nig_timeseries.daily_recovered_count.iloc[560]=0

Create 7 day Moving Average for Confirmed, recovered and Death cases to properly visualize the data.¶

In [84]:
column_name =['deaths_moving_average','recovered_moving_average','confirmed_moving_average']
new_column_names=['daily_death_count', 'daily_recovered_count', 'daily_confirmed_count']
def moving_avg(a,b):
    nig_timeseries[a] = nig_timeseries[b].rolling(window=7).mean()
for i in range(len(column_name)):
    moving_avg(column_name[i], new_column_names[i])
In [85]:
plt.figure(figsize=(12, 6))
plt.title('Weekly Moving Average for Confirmed Covid Cases in Nigeria')
sns.lineplot(x='dates', y='confirmed_moving_average', data=nig_timeseries)
plt.xlabel('Dates')
plt.ylabel('Confirmed Cases')
plt.xticks(nig_timeseries.dates[::30], rotation='vertical')
plt.show()
In [86]:
plt.figure(figsize=(12, 6))
plt.title('Weekly Moving Average for Death Cases in Nigeria')
sns.lineplot(x='dates', y='deaths_moving_average', data=nig_timeseries)
plt.xlabel('Dates')
plt.ylabel('Death Cases')
plt.xticks(nig_timeseries.dates[::30], rotation='vertical')
plt.show()
In [87]:
plt.figure(figsize=(12, 6))
plt.title('Weekly Moving Average for Recovered patients in Nigeria')
sns.lineplot(x='dates', y=nig_timeseries['recovered_moving_average'].abs(), data=nig_timeseries)
plt.xlabel('Dates')
plt.ylabel('Recovered Cases')
plt.xticks(nig_timeseries.dates[::30], rotation='vertical')
plt.show()
In [88]:
nig_timeseries.head()
Out[88]:
dates deaths recovered confirmed daily_death_count daily_recovered_count daily_confirmed_count deaths_moving_average recovered_moving_average confirmed_moving_average
0 2020-01-23 0 0 0 NaN NaN NaN NaN NaN NaN
1 2020-01-24 0 0 0 0.0 0.0 0.0 NaN NaN NaN
2 2020-01-25 0 0 0 0.0 0.0 0.0 NaN NaN NaN
3 2020-01-26 0 0 0 0.0 0.0 0.0 NaN NaN NaN
4 2020-01-27 0 0 0 0.0 0.0 0.0 NaN NaN NaN

TODO G -

  • Calculate maximum infection rate for a day (Number of new cases)
  • Find the date
In [89]:
nig_timeseries['daily_confirmed_count'].max()
Out[89]:
6158.0
In [90]:
nig_timeseries[nig_timeseries['daily_confirmed_count'] == nig_timeseries['daily_confirmed_count'].max()]
Out[90]:
dates deaths recovered confirmed daily_death_count daily_recovered_count daily_confirmed_count deaths_moving_average recovered_moving_average confirmed_moving_average
699 2021-12-22 2991 0 231413 6.0 0.0 6158.0 1.142857 0.0 1627.571429

Merge Covid External And Data DataFrames to provide more analysis.¶

In [91]:
 covid_external.head(2)
Out[91]:
states region Population Overall CCVI Index Age Epidemiological Fragility Health System Population Density Socio-Economic Transport Availability Acute IHR
0 FCT North Central 4865000 0.3 0.0 0.9 0.4 0.6 0.9 0.6 0.2 0.79
1 Plateau North Central 4766000 0.4 0.5 0.4 0.8 0.3 0.3 0.5 0.3 0.93
In [92]:
data.head(2)
Out[92]:
states lab_confirmed_cases cases_on_admission discharged deaths
0 Lagos 104014 871 102372 771
1 FCT 29464 143 29072 249
In [93]:
dataset=pd.merge(data, covid_external, on=['states'], how='inner')
In [94]:
dataset.info()
<class 'pandas.core.frame.DataFrame'>
Int64Index: 37 entries, 0 to 36
Data columns (total 16 columns):
 #   Column                   Non-Null Count  Dtype  
---  ------                   --------------  -----  
 0   states                   37 non-null     object 
 1   lab_confirmed_cases      37 non-null     int64  
 2   cases_on_admission       37 non-null     int64  
 3   discharged               37 non-null     int64  
 4   deaths                   37 non-null     int64  
 5   region                   37 non-null     object 
 6   Population               37 non-null     int64  
 7   Overall CCVI Index       37 non-null     float64
 8   Age                      37 non-null     float64
 9   Epidemiological          37 non-null     float64
 10  Fragility                37 non-null     float64
 11  Health System            37 non-null     float64
 12  Population Density       37 non-null     float64
 13  Socio-Economic           37 non-null     float64
 14   Transport Availability  37 non-null     float64
 15  Acute IHR                37 non-null     float64
dtypes: float64(9), int64(5), object(2)
memory usage: 4.9+ KB
In [95]:
dataset.shape
Out[95]:
(37, 16)
In [96]:
dataset.head()
Out[96]:
states lab_confirmed_cases cases_on_admission discharged deaths region Population Overall CCVI Index Age Epidemiological Fragility Health System Population Density Socio-Economic Transport Availability Acute IHR
0 Lagos 104014 871 102372 771 South West 13992000 0.0 0.1 1.0 0.3 0.1 1.0 0.1 0.4 0.93
1 FCT 29464 143 29072 249 North Central 4865000 0.3 0.0 0.9 0.4 0.6 0.9 0.6 0.2 0.79
2 Rivers 18044 89 17800 155 South South 7763000 0.4 0.5 0.9 0.6 0.6 0.9 0.1 0.1 1.00
3 Kaduna 11576 11 11476 89 North West 9227000 0.7 0.1 0.9 0.8 0.9 0.4 0.6 0.4 0.86
4 Oyo 10332 3 10127 202 South West 8737000 0.2 0.7 0.8 0.2 0.8 0.6 0.2 0.3 1.06
In [97]:
dataset.info()
<class 'pandas.core.frame.DataFrame'>
Int64Index: 37 entries, 0 to 36
Data columns (total 16 columns):
 #   Column                   Non-Null Count  Dtype  
---  ------                   --------------  -----  
 0   states                   37 non-null     object 
 1   lab_confirmed_cases      37 non-null     int64  
 2   cases_on_admission       37 non-null     int64  
 3   discharged               37 non-null     int64  
 4   deaths                   37 non-null     int64  
 5   region                   37 non-null     object 
 6   Population               37 non-null     int64  
 7   Overall CCVI Index       37 non-null     float64
 8   Age                      37 non-null     float64
 9   Epidemiological          37 non-null     float64
 10  Fragility                37 non-null     float64
 11  Health System            37 non-null     float64
 12  Population Density       37 non-null     float64
 13  Socio-Economic           37 non-null     float64
 14   Transport Availability  37 non-null     float64
 15  Acute IHR                37 non-null     float64
dtypes: float64(9), int64(5), object(2)
memory usage: 4.9+ KB
In [98]:
#Get top ten states by lab confirmed cases
line=dataset.nlargest(10, 'lab_confirmed_cases')
In [99]:
fig = plt.figure()

ax1 = fig.add_subplot(111)

ax1.plot('states', 'lab_confirmed_cases', data=line)

ax1.set_ylabel('Lab Confirmed Cases')

ax2 = ax1.twinx()

ax2.plot('states', 'Overall CCVI Index', 'r-',data=line)

ax2.set_ylabel('Overall CCVI Index', color='r')

for tl in ax2.get_yticklabels():
    
    tl.set_color('r')

plt.setp(ax1.xaxis.get_majorticklabels(), rotation=90)

plt.show()

Check correlation between variables¶

In [100]:
dataset.columns
Out[100]:
Index(['states', 'lab_confirmed_cases', 'cases_on_admission', 'discharged',
       'deaths', 'region', 'Population', 'Overall CCVI Index', 'Age',
       'Epidemiological', 'Fragility', 'Health System', 'Population Density',
       'Socio-Economic', ' Transport Availability', 'Acute IHR'],
      dtype='object')
In [101]:
correlation=dataset[['lab_confirmed_cases', 'cases_on_admission', 'discharged',
       'deaths', 'Population', 'Overall CCVI Index', 'Age',
       'Epidemiological', 'Fragility', 'Health System', 'Population Density',
       'Socio-Economic', ' Transport Availability', 'Acute IHR']].corr()
In [102]:
plt.figure(figsize=(10,6))
sns.heatmap(correlation.corr(), annot= True)
Out[102]:
<AxesSubplot: >

Analysis on the Budget Data.¶

In [103]:
# Getting the difference between the initial and revised budget. 
budget_data['difference']= budget_data['Initial_budget (Bn)']- budget_data['Revised_budget (Bn)']
budget_data.head()
Out[103]:
states Initial_budget (Bn) Revised_budget (Bn) difference
0 Abia 136.60 102.70 33.90
1 Adamawa 183.30 139.31 43.99
2 Akwa-Ibom 597.73 366.00 231.73
3 Anambra 137.10 112.80 24.30
4 Bauchi 167.20 128.00 39.20
In [104]:
#Percentage Variation from original Budget
budget_data['percent'] = ((budget_data['difference'] / budget_data['Initial_budget (Bn)']) * 100).round(2)
budget_data.head()
Out[104]:
states Initial_budget (Bn) Revised_budget (Bn) difference percent
0 Abia 136.60 102.70 33.90 24.82
1 Adamawa 183.30 139.31 43.99 24.00
2 Akwa-Ibom 597.73 366.00 231.73 38.77
3 Anambra 137.10 112.80 24.30 17.72
4 Bauchi 167.20 128.00 39.20 23.44
In [105]:
#State with the Highest variation in Budget.
budget_data['percent'].max()
Out[105]:
86.63
In [106]:
budget_data[budget_data['percent'] == budget_data['percent'].max()]
Out[106]:
states Initial_budget (Bn) Revised_budget (Bn) difference percent
8 Cross River 1100.0 147.1 952.9 86.63
In [107]:
#State with the lowest variation in Budget
budget_data['percent'].min()
Out[107]:
12.7
In [108]:
budget_data[budget_data['percent'] == budget_data['percent'].min()]
Out[108]:
states Initial_budget (Bn) Revised_budget (Bn) difference percent
19 Katsina 244.0 213.0 31.0 12.7
In [109]:
# Top 10 States with the highest variation in Original budget
In [110]:
top10_highest = budget_data.nlargest(10, 'percent')
In [111]:
top10_highest
Out[111]:
states Initial_budget (Bn) Revised_budget (Bn) difference percent
8 Cross River 1100.00 147.10 952.90 86.63
23 Lagos 1680.00 920.50 759.50 45.21
15 Imo 197.60 108.30 89.30 45.19
31 Rivers 530.80 300.40 230.40 43.41
21 Kogi 176.00 102.00 74.00 42.05
24 Nasarawa 108.40 62.96 45.44 41.92
2 Akwa-Ibom 597.73 366.00 231.73 38.77
26 Ogun 449.90 280.00 169.90 37.76
6 Benue 189.00 119.00 70.00 37.04
25 Niger 155.00 98.00 57.00 36.77
In [112]:
#plt.figure(figsize=(10,6))
sns.barplot(y='states', x='percent',
    data= top10_highest);
In [113]:
# Top 10 States with smallest variation in original budget
In [114]:
top10_low = budget_data.nsmallest(10, 'percent')
top10_low
Out[114]:
states Initial_budget (Bn) Revised_budget (Bn) difference percent
19 Katsina 244.00 213.0 31.00 12.70
13 Enugu 169.56 146.4 23.16 13.66
17 Kaduna 259.25 223.6 35.65 13.75
3 Anambra 137.10 112.8 24.30 17.72
14 Gombe 130.83 107.4 23.43 17.91
29 Oyo 213.00 174.0 39.00 18.31
16 Jigawa 152.92 124.0 28.92 18.91
27 Ondo 187.80 151.4 36.40 19.38
34 Yobe 108.00 86.0 22.00 20.37
4 Bauchi 167.20 128.0 39.20 23.44
In [115]:
#plt.figure(figsize=(14,6))
sns.barplot(y='states', x='percent',
    data= top10_low);

Analysis Of Geographical Data¶

In [116]:
geo_nig = gpd.read_file('./Nig_geojson.json')
In [117]:
#geo_nig
In [118]:
geo_nig.explore()
Out[118]:
Make this Notebook Trusted to load map: File -> Trust Notebook
In [119]:
geo_nig.head()
Out[119]:
admin1Name admin1Pcod admin1RefN admin1AltN admin1Al_1 admin0Name admin0Pcod date validOn validTo Shape_Leng Shape_Area geometry
0 Abia NG001 Abia None None Nigeria NG 2016-11-29 2016-12-15 None 4.695135 0.396543 MULTIPOLYGON (((7.38681 6.03667, 7.38729 6.036...
1 Adamawa NG002 Adamawa None None Nigeria NG 2016-11-29 2016-12-15 None 11.525443 3.113007 MULTIPOLYGON (((13.62129 10.94823, 13.62592 10...
2 Akwa Ibom NG003 Akwa Ibom None None Nigeria NG 2016-11-29 2016-12-15 None 5.263830 0.549476 MULTIPOLYGON (((8.34482 4.61140, 8.34496 4.609...
3 Anambra NG004 Anambra None None Nigeria NG 2016-11-29 2016-12-15 None 3.595960 0.392661 MULTIPOLYGON (((6.93254 6.71090, 6.93167 6.698...
4 Bauchi NG005 Bauchi None None Nigeria NG 2016-11-29 2016-12-15 None 13.952005 4.011018 MULTIPOLYGON (((10.75125 12.46148, 10.75615 12...
In [120]:
geo_nig.shape
Out[120]:
(37, 13)
In [121]:
Geo_nig=geo_nig[['admin1Name', 'Shape_Leng','Shape_Area', 'geometry']]
In [122]:
Geo_nig.columns=['states', 'Shape_Length', 'Shape_Area', 'geometry']
In [123]:
Geo_nig.head()
Out[123]:
states Shape_Length Shape_Area geometry
0 Abia 4.695135 0.396543 MULTIPOLYGON (((7.38681 6.03667, 7.38729 6.036...
1 Adamawa 11.525443 3.113007 MULTIPOLYGON (((13.62129 10.94823, 13.62592 10...
2 Akwa Ibom 5.263830 0.549476 MULTIPOLYGON (((8.34482 4.61140, 8.34496 4.609...
3 Anambra 3.595960 0.392661 MULTIPOLYGON (((6.93254 6.71090, 6.93167 6.698...
4 Bauchi 13.952005 4.011018 MULTIPOLYGON (((10.75125 12.46148, 10.75615 12...
In [124]:
Geo_nig.info()
<class 'geopandas.geodataframe.GeoDataFrame'>
RangeIndex: 37 entries, 0 to 36
Data columns (total 4 columns):
 #   Column        Non-Null Count  Dtype   
---  ------        --------------  -----   
 0   states        37 non-null     object  
 1   Shape_Length  37 non-null     float64 
 2   Shape_Area    37 non-null     float64 
 3   geometry      37 non-null     geometry
dtypes: float64(2), geometry(1), object(1)
memory usage: 1.3+ KB
In [125]:
#Relace state names so we can join with data table
Geo_nig= Geo_nig.replace(['Federal Capital Territory', 'Nasarawa'], ['FCT', 'Nassarawa'])
In [126]:
Geo_nig
Out[126]:
states Shape_Length Shape_Area geometry
0 Abia 4.695135 0.396543 MULTIPOLYGON (((7.38681 6.03667, 7.38729 6.036...
1 Adamawa 11.525443 3.113007 MULTIPOLYGON (((13.62129 10.94823, 13.62592 10...
2 Akwa Ibom 5.263830 0.549476 MULTIPOLYGON (((8.34482 4.61140, 8.34496 4.609...
3 Anambra 3.595960 0.392661 MULTIPOLYGON (((6.93254 6.71090, 6.93167 6.698...
4 Bauchi 13.952005 4.011018 MULTIPOLYGON (((10.75125 12.46148, 10.75615 12...
5 Bayelsa 5.046708 0.776768 MULTIPOLYGON (((6.55283 5.37988, 6.56198 5.379...
6 Benue 9.408080 2.578363 MULTIPOLYGON (((8.52442 8.15727, 8.54240 8.148...
7 Borno 13.714364 5.987849 MULTIPOLYGON (((13.35885 13.71261, 13.36207 13...
8 Cross River 8.779796 1.711218 MULTIPOLYGON (((8.56068 4.79847, 8.55944 4.798...
9 Delta 7.372526 1.394082 MULTIPOLYGON (((6.66892 6.50123, 6.67111 6.484...
10 Ebonyi 4.489355 0.518050 MULTIPOLYGON (((8.24431 6.78560, 8.24976 6.775...
11 Edo 7.889425 1.595809 MULTIPOLYGON (((6.13357 7.55208, 6.13835 7.550...
12 Ekiti 3.395633 0.471634 MULTIPOLYGON (((5.50593 8.01869, 5.50872 8.017...
13 Enugu 4.319893 0.624323 MULTIPOLYGON (((7.54536 7.00125, 7.54930 6.991...
14 FCT 3.498412 0.607222 MULTIPOLYGON (((7.67239 9.41128, 7.71959 9.346...
15 Gombe 5.955286 1.438747 MULTIPOLYGON (((11.07149 11.31249, 11.07479 11...
16 Imo 2.878088 0.414097 MULTIPOLYGON (((7.26575 5.93081, 7.26607 5.927...
17 Jigawa 11.771497 1.928873 MULTIPOLYGON (((10.23002 13.01060, 10.23084 13...
18 Kaduna 12.613678 3.645639 MULTIPOLYGON (((8.16953 11.48727, 8.16955 11.4...
19 Kano 8.244195 1.685607 MULTIPOLYGON (((8.30528 12.58803, 8.31002 12.5...
20 Katsina 9.105637 1.991947 MULTIPOLYGON (((7.81802 13.33042, 7.82082 13.3...
21 Kebbi 14.968981 3.035227 MULTIPOLYGON (((4.25355 13.26045, 4.26682 13.2...
22 Kogi 10.476383 2.368882 MULTIPOLYGON (((6.51270 8.39867, 6.52740 8.375...
23 Kwara 12.046963 2.766244 MULTIPOLYGON (((3.73068 10.06829, 3.73651 10.0...
24 Lagos 4.287770 0.300166 MULTIPOLYGON (((3.32387 6.67388, 3.32879 6.673...
25 Nassarawa 9.537188 2.197927 MULTIPOLYGON (((7.99731 9.31436, 8.00084 9.306...
26 Niger 18.921559 5.930956 MULTIPOLYGON (((4.92994 11.35723, 4.93396 11.3...
27 Ogun 9.649774 1.364021 MULTIPOLYGON (((2.84613 7.92988, 2.85077 7.929...
28 Ondo 7.751109 1.233546 MULTIPOLYGON (((5.92604 7.73182, 5.92513 7.728...
29 Osun 4.660140 0.704549 MULTIPOLYGON (((4.94975 8.05548, 4.95674 8.053...
30 Oyo 8.624586 2.264918 MULTIPOLYGON (((4.21046 8.97003, 4.25339 8.966...
31 Plateau 8.575527 2.180996 MULTIPOLYGON (((8.79339 10.38465, 8.79925 10.3...
32 Rivers 5.814545 0.830196 MULTIPOLYGON (((6.64358 5.70171, 6.64836 5.699...
33 Sokoto 10.503159 2.679547 MULTIPOLYGON (((5.51464 13.89442, 5.52912 13.8...
34 Taraba 13.696255 4.802474 MULTIPOLYGON (((10.83822 9.61847, 10.84855 9.6...
35 Yobe 11.096937 3.726688 MULTIPOLYGON (((11.22181 13.37400, 11.25518 13...
36 Zamfara 9.466144 2.782855 MULTIPOLYGON (((6.84870 13.08240, 6.87310 13.0...
In [127]:
data.head()
Out[127]:
states lab_confirmed_cases cases_on_admission discharged deaths
0 Lagos 104014 871 102372 771
1 FCT 29464 143 29072 249
2 Rivers 18044 89 17800 155
3 Kaduna 11576 11 11476 89
4 Oyo 10332 3 10127 202
In [128]:
Geo_nig=pd.merge(Geo_nig, data, on=['states'], how='inner') #combining the data table and the geo_nig table
In [129]:
Geo_nig.head()
Out[129]:
states Shape_Length Shape_Area geometry lab_confirmed_cases cases_on_admission discharged deaths
0 Abia 4.695135 0.396543 MULTIPOLYGON (((7.38681 6.03667, 7.38729 6.036... 2261 -1 2228 34
1 Adamawa 11.525443 3.113007 MULTIPOLYGON (((13.62129 10.94823, 13.62592 10... 1312 134 1140 38
2 Akwa Ibom 5.263830 0.549476 MULTIPOLYGON (((8.34482 4.61140, 8.34496 4.609... 5004 7 4953 44
3 Anambra 3.595960 0.392661 MULTIPOLYGON (((6.93254 6.71090, 6.93167 6.698... 2825 46 2760 19
4 Bauchi 13.952005 4.011018 MULTIPOLYGON (((10.75125 12.46148, 10.75615 12... 2001 10 1967 24

Map to Show Lab Confirmed Cases across all States¶

In [130]:
Geo_nig.explore(column='lab_confirmed_cases',cmap='plasma',scheme='Percentiles', legend=True, tooltip=['states','lab_confirmed_cases','cases_on_admission','deaths']) 
Out[130]:
Make this Notebook Trusted to load map: File -> Trust Notebook

Map to show deaths across states¶

In [131]:
Geo_nig.explore(column='deaths',cmap='plasma', scheme='Percentiles',legend=True, tooltip=['states','lab_confirmed_cases','cases_on_admission','deaths']) 
Out[131]:
Make this Notebook Trusted to load map: File -> Trust Notebook
In [132]:
Geo_nig=pd.merge(Geo_nig,covid_external[['states', 'region', 'Population']] , on=['states'], how='inner')
In [133]:
Geo_nig[Geo_nig['region']=='South South']
Out[133]:
states Shape_Length Shape_Area geometry lab_confirmed_cases cases_on_admission discharged deaths region Population
5 Bayelsa 5.046708 0.776768 MULTIPOLYGON (((6.55283 5.37988, 6.56198 5.379... 1364 1 1335 28 South South 2606000
8 Cross River 8.779796 1.711218 MULTIPOLYGON (((8.56068 4.79847, 8.55944 4.798... 919 2 892 25 South South 4272000
9 Delta 7.372526 1.394082 MULTIPOLYGON (((6.66892 6.50123, 6.67111 6.484... 5784 502 5170 112 South South 6303000
10 Ebonyi 4.489355 0.518050 MULTIPOLYGON (((8.24431 6.78560, 8.24976 6.775... 2064 28 2004 32 South South 3192000
11 Edo 7.889425 1.595809 MULTIPOLYGON (((6.13357 7.55208, 6.13835 7.550... 7923 0 7601 322 South South 4705000
32 Rivers 5.814545 0.830196 MULTIPOLYGON (((6.64358 5.70171, 6.64836 5.699... 18044 89 17800 155 South South 7763000
In [134]:
Geo_nig.at[10, 'region']='South East' #Setting the correct region 
In [135]:
Geo_nig.at[2, 'region']='South South' #Setting the correct region
In [136]:
Geo_nig[Geo_nig['states']=='Ebonyi']['region'] #Checking if the changes has been effected.
Out[136]:
10    South East
Name: region, dtype: object
In [137]:
south_south=(Geo_nig[Geo_nig['region']=='South South']).reset_index()
In [138]:
south_south.head()
Out[138]:
index states Shape_Length Shape_Area geometry lab_confirmed_cases cases_on_admission discharged deaths region Population
0 2 Akwa Ibom 5.263830 0.549476 MULTIPOLYGON (((8.34482 4.61140, 8.34496 4.609... 5004 7 4953 44 South South 6093000
1 5 Bayelsa 5.046708 0.776768 MULTIPOLYGON (((6.55283 5.37988, 6.56198 5.379... 1364 1 1335 28 South South 2606000
2 8 Cross River 8.779796 1.711218 MULTIPOLYGON (((8.56068 4.79847, 8.55944 4.798... 919 2 892 25 South South 4272000
3 9 Delta 7.372526 1.394082 MULTIPOLYGON (((6.66892 6.50123, 6.67111 6.484... 5784 502 5170 112 South South 6303000
4 11 Edo 7.889425 1.595809 MULTIPOLYGON (((6.13357 7.55208, 6.13835 7.550... 7923 0 7601 322 South South 4705000
In [139]:
south_south.explore(column='deaths',cmap='viridis', scheme='quantiles',legend=True, tooltip=['states','lab_confirmed_cases','cases_on_admission','deaths'])
# for i in range(len(south_south)):
#      plt.text(south_south.Longitude[i],south_south.Latitude[i],"{}\n{}".format(south_south.states[i], south_south.deaths[i]),size=16, color='r')
# plt.title('COVID-19 Deaths by States for the South South.',fontsize=25)
# plt.show()
Out[139]:
Make this Notebook Trusted to load map: File -> Trust Notebook
In [140]:
from subprocess import call
call(['python', '-m', 'nbconvert', 'covidproject.ipynb'])
Out[140]:
1